{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Trend Example 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import ffn\n",
    "import bt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create fake data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 251,
       "width": 376
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rf = 0.04\n",
    "np.random.seed(1)\n",
    "mus = np.random.normal(loc=0.05,scale=0.02,size=5) + rf\n",
    "sigmas = (mus - rf)/0.3 + np.random.normal(loc=0.,scale=0.01,size=5)\n",
    "\n",
    "num_years = 10\n",
    "num_months_per_year = 12\n",
    "num_days_per_month = 21\n",
    "num_days_per_year = num_months_per_year*num_days_per_month\n",
    "\n",
    "rdf = pd.DataFrame(\n",
    "    index = pd.date_range(\n",
    "        start=\"2008-01-02\",\n",
    "        periods=num_years*num_months_per_year*num_days_per_month,\n",
    "        freq=\"B\"\n",
    "    ),\n",
    "    columns=['foo','bar','baz','fake1','fake2']\n",
    ")\n",
    "\n",
    "for i,mu in enumerate(mus):\n",
    "    sigma = sigmas[i]\n",
    "    rdf.iloc[:,i] = np.random.normal(\n",
    "        loc=mu/num_days_per_year,\n",
    "        scale=sigma/np.sqrt(num_days_per_year),\n",
    "        size=rdf.shape[0]\n",
    "    )\n",
    "pdf = np.cumprod(1+rdf)*100\n",
    "\n",
    "pdf.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Trend signal over the last 12 months"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 251,
       "width": 384
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sma  = pdf.rolling(window=num_days_per_month*12,center=False).median().shift(1)\n",
    "plt.plot(pdf.index,pdf['foo'])\n",
    "plt.plot(sma.index,sma['foo'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>foo</th>\n",
       "      <th>bar</th>\n",
       "      <th>baz</th>\n",
       "      <th>fake1</th>\n",
       "      <th>fake2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-23</th>\n",
       "      <td>623.241267</td>\n",
       "      <td>340.774506</td>\n",
       "      <td>99.764885</td>\n",
       "      <td>263.491447</td>\n",
       "      <td>619.963986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-24</th>\n",
       "      <td>623.167989</td>\n",
       "      <td>341.096742</td>\n",
       "      <td>99.764885</td>\n",
       "      <td>263.502145</td>\n",
       "      <td>620.979948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-25</th>\n",
       "      <td>622.749149</td>\n",
       "      <td>341.316672</td>\n",
       "      <td>99.764885</td>\n",
       "      <td>263.502145</td>\n",
       "      <td>622.421401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28</th>\n",
       "      <td>622.353039</td>\n",
       "      <td>341.494307</td>\n",
       "      <td>99.807732</td>\n",
       "      <td>263.517071</td>\n",
       "      <td>622.962579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-29</th>\n",
       "      <td>622.153294</td>\n",
       "      <td>341.662442</td>\n",
       "      <td>99.807732</td>\n",
       "      <td>263.517071</td>\n",
       "      <td>622.992416</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   foo         bar        baz       fake1       fake2\n",
       "2017-08-23  623.241267  340.774506  99.764885  263.491447  619.963986\n",
       "2017-08-24  623.167989  341.096742  99.764885  263.502145  620.979948\n",
       "2017-08-25  622.749149  341.316672  99.764885  263.502145  622.421401\n",
       "2017-08-28  622.353039  341.494307  99.807732  263.517071  622.962579\n",
       "2017-08-29  622.153294  341.662442  99.807732  263.517071  622.992416"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sma with 1 day lag\n",
    "sma.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>foo</th>\n",
       "      <th>bar</th>\n",
       "      <th>baz</th>\n",
       "      <th>fake1</th>\n",
       "      <th>fake2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-23</th>\n",
       "      <td>623.167989</td>\n",
       "      <td>341.096742</td>\n",
       "      <td>99.764885</td>\n",
       "      <td>263.502145</td>\n",
       "      <td>620.979948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-24</th>\n",
       "      <td>622.749149</td>\n",
       "      <td>341.316672</td>\n",
       "      <td>99.764885</td>\n",
       "      <td>263.502145</td>\n",
       "      <td>622.421401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-25</th>\n",
       "      <td>622.353039</td>\n",
       "      <td>341.494307</td>\n",
       "      <td>99.807732</td>\n",
       "      <td>263.517071</td>\n",
       "      <td>622.962579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28</th>\n",
       "      <td>622.153294</td>\n",
       "      <td>341.662442</td>\n",
       "      <td>99.807732</td>\n",
       "      <td>263.517071</td>\n",
       "      <td>622.992416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-29</th>\n",
       "      <td>621.907867</td>\n",
       "      <td>341.948212</td>\n",
       "      <td>99.807732</td>\n",
       "      <td>263.634283</td>\n",
       "      <td>624.310473</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   foo         bar        baz       fake1       fake2\n",
       "2017-08-23  623.167989  341.096742  99.764885  263.502145  620.979948\n",
       "2017-08-24  622.749149  341.316672  99.764885  263.502145  622.421401\n",
       "2017-08-25  622.353039  341.494307  99.807732  263.517071  622.962579\n",
       "2017-08-28  622.153294  341.662442  99.807732  263.517071  622.992416\n",
       "2017-08-29  621.907867  341.948212  99.807732  263.634283  624.310473"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#sma with 0 day lag\n",
    "pdf.rolling(window=num_days_per_month*12,center=False).median().tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>foo</th>\n",
       "      <th>bar</th>\n",
       "      <th>baz</th>\n",
       "      <th>fake1</th>\n",
       "      <th>fake2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-08-23</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-24</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-25</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-29</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              foo   bar   baz fake1 fake2\n",
       "2017-08-23  False  True  True  True  True\n",
       "2017-08-24  False  True  True  True  True\n",
       "2017-08-25  False  True  True  True  True\n",
       "2017-08-28  False  True  True  True  True\n",
       "2017-08-29  False  True  True  True  True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# target weights\n",
    "trend = sma.copy()\n",
    "trend[pdf > sma] = True\n",
    "trend[pdf <= sma] = False\n",
    "trend[sma.isnull()] = False\n",
    "trend.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare EW and 1/vol\n",
    "\n",
    "Both strategies rebalance daily using trend with 1 day lag and weights limited to 40%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "tsmom_invvol_strat = bt.Strategy(\n",
    "    'tsmom_invvol',\n",
    "    [\n",
    "        bt.algos.RunDaily(),\n",
    "        bt.algos.SelectWhere(trend),\n",
    "        bt.algos.WeighInvVol(),\n",
    "        bt.algos.LimitWeights(limit=0.4),\n",
    "        bt.algos.Rebalance()\n",
    "    ]\n",
    ")\n",
    "\n",
    "tsmom_ew_strat = bt.Strategy(\n",
    "    'tsmom_ew',\n",
    "    [\n",
    "        bt.algos.RunDaily(),\n",
    "        bt.algos.SelectWhere(trend),\n",
    "        bt.algos.WeighEqually(),\n",
    "        bt.algos.LimitWeights(limit=0.4),\n",
    "        bt.algos.Rebalance()\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tsmom_invvol\n",
      "0% [############################# ] 100% | ETA: 00:00:00tsmom_ew\n",
      "0% [############################# ] 100% | ETA: 00:00:00"
     ]
    }
   ],
   "source": [
    "# create and run\n",
    "tsmom_invvol_bt = bt.Backtest(\n",
    "    tsmom_invvol_strat,\n",
    "    pdf,\n",
    "    initial_capital=50000000.0,\n",
    "    commissions=lambda q, p: max(100, abs(q) * 0.0021),\n",
    "    integer_positions=False,\n",
    "    progress_bar=True\n",
    ")\n",
    "tsmom_invvol_res = bt.run(tsmom_invvol_bt)\n",
    "\n",
    "tsmom_ew_bt = bt.Backtest(\n",
    "    tsmom_ew_strat,\n",
    "    pdf,\n",
    "    \n",
    "    initial_capital=50000000.0,\n",
    "    commissions=lambda q, p: max(100, abs(q) * 0.0021),\n",
    "    integer_positions=False,\n",
    "    progress_bar=True\n",
    ")\n",
    "tsmom_ew_res = bt.run(tsmom_ew_bt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dxEUXXURaWhqvvvoq1157LR9//DF9+/bl7LPPJiEhgX//+99ccsklbNu2zXStTZs2cfHFF7No0SISExM5++yz6d27Nx999BFXX301//3vf1vjIwohhGgBVVbY2l0Q8cxV5L+v03ywdwRskNjH/3g7qEwDMhIvomz+/Pnk5+ezdOlScnJyePjhhwH45ptveOCBB0hOTubJJ59kypQpAOi6zpNPPsljjz3GwoUL+eCDD0hKSqK6uppbb72VsrIyfvazn3HTTTehaUZJqc8++4yFCxfy29/+llGjRjWO9gshhIgDVeWt3QMRz+p9gnh7DmRfA9nfA73SGJXfPc3cph3UiAcJ4mNCX/ch6ou3oa6mtbsSvsRktMmzsY0/LyqXf/nll9F1nfnz5zcG8AA2m41bb72Vr776ijVr1vDee+9xySWX8P7771NQUMDUqVO5+eabTdc644wzuPnmm3nsscd48cUX+cMf/hCVPgshhIiCanMQr5RqHKQRIiTvdJrk4dDzcc9Iuy3F+Jo0AGr3eNq1k5F4SaeJAfX1h/EVwAPU1Rj9jpK1a9cCcMEFF1genzVrlqmd++v5559v2f473/mOqZ0QQoj4oCrLfHbordMREZ9cxZ7XHWZCQkf/Nr6TXyWIF+HSTj0PEuOsKktistHvKCkoKACgZ8+elsd79eoFwPHjx03t3ftDtRdCCBEnKkvN2y5X6/RDxCfvIN6ebd2m/oh5W9JpRLhs48+DKKWlxCulgq+u5mr4JZ6UlBRWe13XTe2FEELECd+gXa8H5He5CFM4QbwvGYkXovm6dOkCwMGDBy2Pu/d36tQprPZ5eXmm9kIIIeKE8gniZSReNEV9vud1uEG8lhKVrsSaBPGiVUyYMAGADz74wPL4+++/D8DEiROb1V4IIUSc8A3aXfWt0w8RX2oPwLE/Q80Oz75wg3jax7wLCeJFq/j+97+P3W7nqaee4osvvmjcr5Ti8ccfZ+3atfTs2ZOzzjoLMCbAdunShVWrVvH000+b0mtWrFjBs88+S2JiIldddVXMP4sQQogW8J3IqksQL0LQKyHvBih6ybzflmXdPvNS83bysOj0K8YkJ160ipEjR3LXXXfx+9//nrlz5zJu3Di6du3K9u3b2bdvHx07duTRRx8lNdXIW0tNTeWvf/0rN998M4888ghvvPEGQ4cOJT8/n40bN5KQkMC9997LsGHt4x+mEEKcNHTfnHhJpxEhlH0IrmP+++2Z1u273AG4oHIt9PoH2NrHnAsJ4kWrmTNnDsOGDePZZ59lw4YNbNu2je7duzN37lzmzZtH165dTe1POeUU3nrrLZ5++mlWrlzJsmXLyMnJ4cILL2Tu3LmMGjWqlT6JEEKIZtN9RuIlnUYEoxSUvmd9TAsQ1tpSodvvotenViJBvIi6bt264XQ6LY+NHz+e8ePHh32t3r17c//990eqa0IIIVqb78i7TGxtNXGx0Nbxv0CVxZowKWNi35dWJjnxQgghhGg9ZYWmTbV7Qyt15OSmf/pv9Kd+jL5lZWt3JTjfPHi3xO6x7UcbIEG8EEIIIVqFssh/V18uaYWenNxUyTHUho+hugK19IXW7k7ztJOykU0hQbwQQgghWkfpCcvdyjdPXkRXRWnoNm2BXhn4WDtZwKkpJIgXQgghROsINIm1pCC2/TjJ6Z8vbu0uhKfe+qYPAE2CeCGEEEKI2HDVWe+vDjLiKiJKFRfAgW9auxvhcQUJ4mUkXgghhBAiRuqtg3i1dVWMO3ISKy9q7R6Ez1UY+JhNcuKFEEIIIWIjUBC/5bMYd+Qklpjst8t7VfQ2pT5IEC/pNEIIIYQQMVJfa70/NSO2/TiZWQXsAVbNVaqVJxzX7Q9y8ORbX0CCeCGEEEK0jgAj8fRytOiySnehL30R11uPokqOt+ha7Z5VwG6xT3/vafQnb0P/5osYdMpC4T+h6OXAx13FMetKWyFBvBBCCCFaharxmsCa2sHzurqiZdfd9jlqywrYuwX9/WdadK32Th0/5L/Tp2qQOrwbtf0rqKlCffBsjHrmpWYXHP9b8DbpU2PTlzZEgnghhBBCtAq19EXPRlqm53VNy6rTqF3rPRuHd7XdHO9Wpgr2oz62WAHVN4gvC1IVJhZKLRYASz3F8zp5OKSMiF1/2oiE1u6AEEIIIQQlxzyvWzgSryUlYwrb922F/qNadM32Ruku9Ncfsj7ol+akRb0/QZUt9d+X+xOoWAn2LMi+NuZdagtkJF4IIYQQMec7Oq6NPsOz0cIgnkRzuUH9q3dadr32qLIMaqutjwWq398g5k826g/770seDLkLIOf7oLXyTUYrkSBeCCGEELFXVW7a1E6ZSeOIb201Kn8vKtCKrqEkJpm3NQl3/ASqDAT+I/G+fw/N/XtpDt3/RkOVZKNv+jx2fWij5KdaRN1jjz2Gw+HgySefbO2uCCGEaAP0L5eg//0nnh32RLTMTpCS5mnzrwfQ//pDXP97AnUsL+j11LGD6B/+E33rKmOU2GY3Hdc6dY9k99uHmqrAx3yD+Lqa4NvRVLPDtKlKU9DX9EF9+q/m3+S1E5ITL4QQQoiYUa561OeLzTttDWOKyen+qTS71qPX12H/7k8CXlNf/m/I2w7bVkNNJerrjyLa53apNkgQ75tOU1ftvx2rWv71BY0vVdp09He8fj7KiyErNzb9aINkJF4IIYQQsXNkj/8+98h5Srr1Ofu2BL9m3vbGl+qz1/yPn+QjtpaaMhJfWxN8O5r0Mq/39QlbA+X0nyQkiBdCCCFEzKjCI/477Q2JAV7pNBFVL0G8LxVsJN4vncZ3JD42Qby++TP0lZ4SmGrHN+YGrb2CbCuTIF7E1DvvvMPFF1/MqFGjOOuss3jwwQcpKSkxtamvr2fRokXMmTOHSZMmMWLECCZNmsQNN9zAypUrTW2/+uorHA4H//d//8fzzz/PaaedxtixY7nlllti+bGEEEKEy2pCZcPEUy3QSDygWhCwKedXzT633QoyEq9802n8RuKjPwKudN2oYa+83ttl820U9X60ZZITL2JmyZIl7Nmzh8GDB3PWWWexadMmnn/+eZYvX86iRYvIzs5GKcWCBQtYvnw5OTk5jBkzhoSEBJxOJ6tWrWL16tU8/vjjzJgxw3TtTz75hP379zN58mTq6uro06dPK31KIYQQQdVZBPH2EOk0gP7mX7Bf9rNmv63SXWg+E15Pai0aiY9BGovuMr7avAJ13yBelyBeiJjYs2cPCxYs4LbbbgOgpqaGn/70p3z88cf8+c9/5ne/+x0ffPABy5cvZ9y4cbzwwgukpBi1fnVd58EHH+TFF1/k1Vdf9Qvi9+3bx9133811113X2F4IIUQbZDUS35gTHySdZv83KKWj+ZSLDLtmua77Va05qQXLiW8YiVdKGROFfdJnVG1N9Jd/0htSoOxe/5/rMhLvTYL4GFi3LZ8vNh6mrj5+ftgSE2xMHtuD8SO6ReyaAwYM4NZbb23cTk5O5oEHHmDFihW8/fbb3Hnnnei6ztlnn80NN9zQGMAD2Gw2rrjiCl588UUOH/Zf9CEpKYmrr77a1F4IIUQbFCyIryzzP+ZN18HuO7kxSDBqOtcFJIbX9mQQJK9dLXsFNWo6+qM3N/nciHG5R+K9btJc5lsHfd2H2C8eFP2+tFES6cTA19uOxlUAD1BXr/P1tqMRveYFF1zgF1zn5OQwduxYqqur2bp1K7NmzeKpp55i/PjxjW0qKyvZvHkzH374odG3Ov+V5AYMGEBSUpLffiGEEG1MsCA+RBUZtfET/9rgJcfCe195QmvmmzLjQ338cuCDsUynCTYSv2s9qqoctWMt+tr3UcGeLrRDMhIfA6eO6BqXI/Gnjuga0Wv27NnTcn+3bsZof0GBUQu2tLSURYsWsXLlSvbs2cPx48cB0IIsq5yVlRXRvgohhIgSq+AxzKen6rPXIDEJbfSZnn3bVof3vu6gUBhCBfFbVwY+GIvSjuHkxAP6Uz/2bFSWoZ1xZZQ71nZIEB8D40d0i2haSrzyTo+xkpCQwI4dO7j++uspLCwkNzeXUaNGMXDgQIYPH07fvn257LLLLM+V9BkhhIgTVsFjE9Iz1McvQ0MQr4qOojYsC+9ECeJNVAtG09WXS1DjZqBFc8Gnhicumt2TTqP04Jn46usPQYJ4ISLPPdLu69ChQ4AxIn///fdTWFjIggULWLhwoWn03el0xqSfQgghokdZBfHlxc271p6NTWgcP0/DYyJ/b4tOV5+/jXbOtRHqjIUS4yl8qJF4K6q2CmwJaAmJ6FtWGH0dNQ3blEsi389WJMOXImZWr/Z/5Hn06FE2bdpERkYGw4cPZ/PmzQDccsstfukz7vOl8owQQsSxFo7EmyQmh9/WJSPxJuFW9Ql0+qZPItQRa/rXHxkvguXEW1D5+9D/8TP0f/wUVXoctfRFqCg2nh5UhZg4HWckiBcxs3LlSl57zbMcdnl5OXfccQf19fVcc801JCUlNebHL1tmfjy6fPlyHnvsMcAoTSmEECJO+S4k1BKJwdM0TYojW6wh7uk+E4Q1G2R2ap2+WCm1GokPXdhSf+8fxk1hTSX6h8+bD9bEIJc/hiSdRsTM2LFj+c1vfsN//vMfevTowbp16zhx4gTjx49n4cKFAMydO5ff/va33H777bzyyit06tSJ3bt3s2vXLrp3746maZSWllJbWyvVaIQQIh5ZVadxy8hp0qW0pBTCHU/WV7+Jvd/IJl2/Xav3CuITk7F993ZITkV/6d6wL6F2b0QbODZyfdIrABvKZYPCI8Y+u3eJyTDGnou9UncP7TQfU+3raYyMxIuYue6667jvvvsoKyvjk08+IT09nYULF/LPf/6T5GTjkeg111zDQw89xPDhw/n2229Zvnw5uq5z4403snjxYiZNmkR9fT0rVqxo5U8jhBCiWYJURdEmXgDpWaBpaGPORjvzaotGXqFLU9Irj+4Pv207p5QylfO0zf8rWs/BYGva2K7+9mOR61TNLthzHuw+G/K90m9tTUunMfGdzGy1WnAck5F4EXULFy5sHGkHTIsyWZk9ezazZ8+2PPbUU0+ZtidNmiQTXoUQIp5YBPHapAuNr0mp2G74P6guR2sYlXctX2Ru7F0RpSkjq6kdmtzVtkwVHUV/4W7IyMF26U/Qcq3LOFufrIP7GYZmQ0toWATL3oor2h77E+jlxuvqPwE9jNdNHYlHgwDPZ9Ta91CZuWjjz49uZZ0YkZF4IYQQQkScUjrqWB7KdzTUK51GmzEH7cxr0Cac79mXkNgYwAOQ41OiubIUlWcM3qgje4J3IiMHI6gDqsr9F4qKY/rzvzImp5YVor/0G9TujcYIewiqqgz91fs9O+xe47lNHImPqBpP6oumjnj2J3rlwfcY6nndc4j1dRICr8qrnGtRa99HrXm3ub1sUySIF0IIIUTEqQ+fR3/5t+j/fcR8wKs+uTZ4PLZTZqAlpQa8juaY6LdP/89Dxnu4K5i4DT7VtGm74EZIck9+VcHz8eOI1c2I/vZjsH9byHP1D/4Jx/I8O7yD+NYcibdnW+7WEjzFLGxnXIs2cRa2K+9AGzLesj2JoefL+f3cxCkJ4oUQQggRceqbz40XB52o0hPGvvo6qKky9ms2SEkL40JNyHv3HfXv5QCbV2DaTspMqvUfW+7XP3oh9Ml7N5u3k7wq/LTmSHz9MZ8dCtv4XZ5NLREtuxe2qd9F6+VA6zHI+jrJYfxMtRMSxAshhBAiqvR//8F4UXbCszMtE00LIwwJUENeWQX3laWmTU3TzKPLvmUV45Ra+R/rA81ZldY76LWHCOJT0pt+/XDp5hrutrO2onUr8exIHQ+ap39a175oo8/wv05212j1sM2RIF4IIYQQEaFqqtDfexrXC782H6goRpUeN6dx5PYK76KBUmAO7zZv9xgE6dn+7bxH4psT5MaTEEG43/wEgGRPKpOWmASdewe8tu07NxvfZ7c+w5vTy7Bo6T5/7ykj/NtMtiiCcRKtzCtBvBBCCCEiQn2+GLX9K0+Nb9NBUAWeIF7rHF4Qrw2bbP1epSdM27ZZt2CbdhnYEwEN2xW/aDjgFdi2g3QafftXgQ+GSoexqgzkM3HYdtY15gbZXbDd9ndsNz+M1m8ktgkXeI6FGrkPVzirx2oWC3vZLHL4w5y8bPkkJ85IiUkhhBBCRITaYJ2rDYDuQp045NkOsySi1nMw2hlXoT57zXygtsrzupcDrYNR0cZ2059Ad6FlZBvH7O1rJF6993Tgg6EmploFuL4j70nmYFnr0tcoQemu+uIdOEcqEFaVodtoFhNWbRZj0eH+HVdXxH3ZURmJF0IIIUT0uepg98bGTS2rc9in2k491z/9przYc630LM/rtA6eAB58Jraag9j2MBprEmpkvKrcb5fWqbt5R6LPiLfvNW2BF9tSB7ajf7kE5fV3ExZXGO01i9KRicn++6rK/PdZUOuXhdWuLZMgXgghhBDRV3LcvJ2Z26TTtR4DzTuKCzyvgwWvFiPxStdxvfkX9L/fjtq7pUn9aNOsRqa9qG8/N+/I6eZfbz0pRBBvWjHXM+qtqsrR3/oL6vPF6MteDrfHBldJ6DYWQbxms2P77u3mnUVHw3pL9dUSVJyv4itBvBBCCCGiTtVUmXd4j5aHQTv9UvP1TEF84AV+THni7iB+59ewbytUlaO/9WiT+tGm1YfIB68zTxa1XXkHmm+Q7hfE+3xvbQGC+P3bPE86vJ64hKW5I/GA1m9k097Li/7eP5p9blsgQbwQQggRBlVdib51JerAN+hfvYM6sL21uxRfvBZ5IrurUf6xCbTUDmgTvuPZcXSf53WwkXirdBrv3Pz2JEA5zkZeCyFpp8w0pSE1SjDnnqtSnyco3uk2Xu+n+dRnD2f1WACK34Ajvwjdzion3i0ndFlJbcYc/51hjtq3VTKxVQghhAiD/v7TsHcL7tBEAbabHzHnX5/EQgZttV4BZhiralpqmLzqp4npNJZVTeKA7/dYc0xE5e/xpCp53yhZ8c5hT8u0bKJpmhHIN5T21HwnvnoH6zVeE1J9U3mqKyA1I3h/avdBwf3B27ilBBlxz8gJGZBro84wFsmyqpwUp2QkXgghhAhB1deBRe60WvVGK/SmjQoVQHofb25pwkCj90FH4i1KTMZrlRqfibnaefOwXfc7z47aUEG81+cOkj9v++7txqTRhCS0gWPNB1O9FnwqPYEqK7TsG+FMbi1fEbqNW1KA+vUQ+kbaZjduTnwn7cY5CeKFEEKIENSOddb7v/nccv9JKVQNdu9Uj2bXFw8QxFtUXfG8l8WKrT710sNO/Wht3t/D5NSG0o9eTzVc9Sg9SMUd70A7yNMIrdcQbDc+hO2mh9C6DzAfS04Dr33Knf/uW/lnz6bA/XArfNZvl37I4mlL2ulBL2O56JOpQUO4m2RRzSaOSRAvou6xxx7D4XDw5JNPtnZXhBCieWoC1LFuwaS69kQphVr9ZvBGtREYiQ/0/pWlgQ9ardha6zPJ1qJ+utJd1iucxogqPY7as9ncB+/VaxOMgFTTNPPkU5f/gk5glNNUGz/x7NCCh4BaagZagDrqmldFG/XJq8ZX3yA+1M9D9XbQLf7eXBY3F8Hy4QEtu0vw92p4gqM5Jpj3B5sQHQckiBdCCCECaAxMAtQT1zp0imFv2rCd61CbPwvaRG3xSp1odvAUYMTcYiVSN80rnUa5nxb43pT5TAhVxcfQn/0l+jN3oGI8+VHpOqq6Av3l+9AX/xW1+i3rfnrXSE/w+n56fS/U4V2ow7uMjTyfidghylEGZXVzE+DmwVLVJjhwtfUxl0W/bC0cQXfn94+a7vNeTehzGxSxW2GHw9EX+A1wHtAFOAa8C/zG6XTm+7QdAtwHTAU6AbuAZ4AnnE6n329Kh8PRA7gXmAl0B/KAl4GHnE5niKnYQgghRNPpW1cZo4z9RqL1GRagUXhLvLd3+jt/b1J7LSU9dKMmCZIOY5FOo6p9gnifmwD9w+egvKjh9T+xX31XRHoZijq8C/1/T4DXkwW19n2YdrmxURdgcnBCkufGpOGzqP3b0N/4M9CQ4+77tCHESHxQvos8KeV/fZ9qNSZ51wc+ZhXEhxiJB2OUXTnXBm+j2bAtfBL9sR817lM1lX6VdeJFREbiHQ7HeGATMA8oxAjedeAmYJXD4cjxajsGWAtcDewHPgB6A38DXrK4di/gK+BmoLjh2h2A3wEfOByO+H4WIoQQok1SHz1vjODtWo868K11o2D5xyKwUFVLAtA6dLTcb5t2WeCTvIPd6grjq286Tb25fjqHdnpeu0eyY0B/48+mAN5PWCPxxmfR33zUc91P/+U/KTjUROSgfG6alO4/JyKnm/WpNSG+n1ZBfE6QoN+tx+DQbcD8vcLnCVGcafFIvMPhSAb+BWQBtzmdzsca9qcArwCXAb8FfuxwODSMQD0TmON0Ol9paNsZ+Bi41uFwvOV0Or2n+z8J9ALucTqdDzS0TwcWAzOA24BHWvo5RGy88847PP300+zdu5fc3FzOO+885s+fT1aWp1ZtfX09//3vf3n33XfZsWMH5eXlZGRkMHLkSObOncu0adMa25599tkcOhS83u+tt97KwoULo/aZhBDtj99Ex13rrRvqLlTJcUjrgGa1BLyw1tyRz/6joXNvOJbXuEubfgVal76Bz/EOJo8fNr76Bpy+QXxrCVXn3XuxJu+fN+8Fmtw3KN4pYK56lG/lmoogNwuh+KaXuVz+qSne39MTz0DFZ9DpVqgPkZ5UbxHEJw/03+fXJjV0G4zReJPKsrDOa4sikU5zJTAYeNUdwAM4nc5qh8NxO0bKjKNh90xgNLDcHcA3tD3mcDjmA6sxgvI3ABwOhwO4ENgN/MGrfYXD4bgB2AMsRIL4uLBkyRL27NnD4MGDOeuss9i0aRPPP/88y5cvZ9GiRWRnZ6OUYsGCBSxfvpycnBzGjBlDQkICTqeTVatWsXr1ah5//HFmzJgBwIwZMygsLPR7r4qKCj75xJjAM2jQoJh+TiFEfFMnDhspDOG0da5BOdcAYPvhn60XzxH+Mq1H1EPRNA3b1XeZ0iE0x8Tg5+T29NT2P94w6OOb+hEseG7iolRRFWgk3vvJhlWlng4d/ctPBhvxD0X3HYl3WXxPG4L4mj1w4gnj9aFboMuvg1+71ncF2TACeEBLSjU9H9AuuAn1/jPGRm6vwCfGa7lRIhPEu59h/dn3gNPpzAO8n6ec3/B1sUXbzx0ORwEw1eFwdHA6nWUY+fUasMQ3V97pdB5wOBzrgQkOh2O40+n8puUfRUTTnj17WLBgAbfddhsANTU1/PSnP+Xjjz/mz3/+M7/73e/44IMPWL58OePGjeOFF14gJcUYXdB1nQcffJAXX3yRV199tTGI/9WvfuX3Prqu86MfGb/gr732Wi644IIYfUIhRLxTVWXoL97TrHP1f/wU2+3P+I/0CT+aY1LzT/ZJhwi0aFGjnO6e1+7VR33mMqjiArQeAQZ82tDfp3KnAwGa1+i7lpLhuVGpKvcbKdcysv3SZ7Rx57SgIz458Xs2Q71PEF/fcMNRu9O8XwWfTKp0n++3HqAylC+fpzta594w4zrUrvXYJl0Y+LxQPz9tWCSC+FOAWmCTw+HoDXwPGAScAN5wOk2zDEY0fN0a4FpOjEmxwzHy4EO13w5MAEYBbTaIr1h7kPLVeai6+Lnb0xLtZJzem/QJQe5em2jAgAHceuutjdvJyck88MADrFixgrfffps777wTXdc5++yzueGGGxoDeACbzcYVV1zBiy++yOHDh4O+z5///Gc+/fRTJk6caBnkCyFEIKEqrIS0bxv0HxWZzsQ521V3oratRm1daT7Qpa9R37yZNM2GNuEC1NcfoY2bgRaqXKV3qok7xcN39LX0RODzY1RDXgWpsKOUjv724+Bdez0z1/PaeyS+ugKKj5kvkJBkXjE3Iweta7/md9Yn/Ui99zQMGGPdxjdoDxHEo/s8+ag/Zt3Ol286jd2ObfQZMPoMv6ba5ItRX/zP2Kip8jseL1oUxDfkw/cGDgJXAM8B3rdCv3Q4HH9yOp13NGy7b4cDrXnr3t+1me3bpIq1h+MqgAdQdS4q1h6OaBB/wQUXYPMpaZWTk8PYsWNZs2YNW7duZdasWcyaNcvUprKykl27drFihTH5pK4u8C+AJUuW8Mwzz9CjRw/++te/kpAQ2VrEQoh2rjaMgmc53aAo3/pYqJzmk4XNjtZzMHTs7h/Eh1pdM5zLT7scNXl2eDcD3m1c9ai9W6DkuLlNlZEXrZQy6q57C1BeNNLU+qUBj+l/ucl/Z45X6JPiCeLVp/9Cu/KX5rYulynw1sac1ex+glHRxY/v4k7umxLlM0KvvG4Acq4HLdG86JPS0L/piW14Q+pT9hXhdco3iA+ymBXe9e9rKgK3a+NaGuG4n0F0xJiw+jpG1ZgCjFSYJ4BfOByOXU6n82nAXVMq0LMR9+2Q+6exqe0Dcjgcc4G5odo1GBtmu7CkT+gRlyPx6RN6RPSaPXv2tNzfrZuRcVVQUABAaWkpixYtYuXKlezZs4fjx41ftn6/WH1s3ryZu+++m5SUFJ544gk6dmxezqUQ4iQWRslI2/k3oP/79wEOtp3Ui9akDZ9ifE3NwPajx9Cf9BQX0JLCm4AY8j3CHc232TEycxXoLvS3HvVvU1mGvuwV1Pav0CZ+JyL9ayq16o3QjbyYFjjyqfajv/5/5mvXVqHpXmkjwQLccN572GTjZigYVz1Kd6Epn1x87yBeS4Hc+T5BPKi9XdG75WDr2xM6zguvU74/V8E+o3fqTaCF3OJAS4N496yKNOAjp9P5fa9jrzkcjnLgHeA3DofjGcAdxYZ6NuX+LdjU9sH0A/yfqcRA+oReER3Rjlfe6TFWEhIS2LFjB9dffz2FhYXk5uYyatQoBg4cyPDhw+nbty+XXWZdRuzo0aMsWLCAmpoaHn74YYYPHx6NjyCEaO/CmeSWHiSHtg3lT7cmbYLXXKQk8+9+FeOnFZqmGaPxQSrQqIM7oKLYeL3yv+bzh0ywOCMKcnvB8YPht8/I8bwOVbJzzyYYfaZnu4U3m9qQCUYKTSj1tVCz17zPe2Res7gRU5rxp/gsOO2G8DvlOxIf5N+ilpzmmUNQfZKm02AeIX/S96DT6XzX4XAcAnpiVLBxP7MIdBvu3u+eWt3U9sHsA8JNdhyLUTJTRJB7pN2Xu0Rkt27duP/++yksLGTBggUsXLjQNPrudDotz6+pqeHWW2+loKCAefPmcdFFF0W+80KIk0M4K4kGW6iohSOc8UjVmYNj2yW3oXmlemh+AWNscsxN7AnBy0g2BPDWotNffdmrqD0bsZ15DdrgU9D6DEM1JYhP8lSn0VIzQvZSffuFZ6OlI/E2mzEhNFSFm7paqDvg0xHvkXiLRZwaPog6ur+JffL9TEG+IykyEg9QgjGpNQkjSLayHyOIzwUOYwTI3TAmpfryzYF3z2AMsGJAyJz5Rk6n8wXghVDtABwOx3JaadS+PVu9ejU/+MEPTPuOHj3Kpk2byMjIYPjw4WzevBmAW265xS99ZvXq1YBRfcbb3XffzebNm5k6dSo///nPo/gJhBDtiaqtQjnXoXXt46kzXh08P1YbdQYkphhlBy0mPKq9m1GVJWhDTws94bK9KPGaeJiVi+Y7wRGwXbzAWIkUsI2c5nc86loQqKko1BFXBQdQm4wyyPqSJ7D/9LmmLxyW4BUAh7N4lvcTkEiUzUwIvYoq9bWg+/ybqvUambdcibWhb834O9NGnI7athp6DkbzflLhyzudJn8PylUfl/9eW/Q8xel0ugD3MnaBEqjdAXgBniozfrkODQtBDcVIoXFXmgnYvoF7HewQiVmiLVi5ciWvvfZa43Z5eTl33HEH9fX1XHPNNSQlJTXmxy9btsx07vLly3nsMWMZgpoazy+ip59+miVLljBgwAD+8pe/YLeffKNgQojmUaveQi19AX3Rg0ZZPgJM2POiTZplDDAEWKxIbfwE9eHz/pM527Nir6es2dZ1JrRBp2C74hfYLv+FfxWTtu7YAf/Fv1rKqhpOE+uVm4LOpq6AG4knRuHMSairBd0nXaVytee11vAZMoyy0ao6EQqNJ13a9DAntHrRzp2Lbc5vsV3xi+ANff79qq8/avJ7tQWRuO14HxiDseiTaXWMhsWa+mGMqO8BPgDuAC7BP/1mCtAZ+KyhRjwN7QEucjgcd3rXinc4HH2AccB+qREfH8aOHctvfvMb/vOf/9CjRw/WrVvHiRMnGD9+fOOKqnPnzuW3v/0tt99+O6+88gqdOnVi9+7d7Nq1i+7du6NpGqWlpdTW1rJv3z7+8pe/ANC/f38efvhhqqur/UbqO3bsKKUmhRB+1MaGwYL6WtTWlUYed6jRP3dN6eS0oKP2atkr4FUBRNXVQm1Vu1wMSnmNxGvZnQO203oPjUV3rHUfAEf2NO/cmiqjmk2Qz9ZkVgFwSxYdSmlqEB+BuRuJYYzE11aBHiTj2T0S3/U36KU9UJ9/DcroW6hFvCwvp9mMFX1D8UmJU6vegFaa0NwSkZiB83eM3PXrHA7H99w7HQ5HDvBsw3s80RCAfwZsA2Y6HI6bvNp2xhPUN66+6nQ692IE8kMxqt6426c3XNuOrNYaN6677jruu+8+ysrK+OSTT0hPT2fhwoX885//JDnZyO275ppreOihhxg+fDjffvsty5cvR9d1brzxRhYvXsykSZOor69nxYoVFBUVNQbsy5Yt47XXXuPtt99myZIlpj8ff/xxa35sIUQ8cI+0+q5q6a3fKE9FlJIwa1cDqqIE/emfoT/zC5RvGb72wDtNI8ATitbW4smpx/Ii0xE3m3kMVel6y4L4xOSmBfIRGYkPI4ivqQI9SDqSe2KrPRNcE6HSmAStDZ8SsiJdS1hVNtLXvIvyXXW2jWvxSLzT6dzvcDjmAa8Crzocjp8Bh4DJGHnwnwB/amirN7RdBjztcDhuwBilPxPIAZ5xOp1LfN5iAbAauNvhcMzGWBBqCkY+/PvAUy39DCK6Fi5c2DjSDnD11VcHbT979mxmz55teeypp8x/3YEmuwohRJO4A4YgC+5og8Y169Lq0383jvDri/9m5D+3J97BZ1ud2NvCmwtVU0FEQ0rlE7DXVjc9J96LpmnYzp2L/r/HwzwhAmO4YQTxqroMzR7GSDwYtezdWuHnSK16E9Ky0EZOjfl7N1dEamE5nc7XMVZOfQNj8aeZGDnwdwLnO53OOq+2a4BJDW0HA+diTH69BZhvce09wESMSamdgVlAEXAX8F2n0xlft01CCCHaoDCC+C59mnRF1bBIkDqy27z/6L4mXafN8w4+22gQr7V0galIj9D6Xq+2ErX9yxZdskk3mRFIp9F6Dg7dqCbISrhgLjHp/T0Jp0pUC9ku98+bVx89H/X3jaSITcV1Op0bgcvDbPtNuG0b2ucBPwjZUAghhGiOyhLja5AyhFq3/k27ZnkxdOjol6KjNq9Am9mvaddqy+JhJL5DCxf/a2IQr+rrUN9+iZaehTZgtH8D35vFY00oLRkBWgRG4rXx56M+Xxy8UV1h8OM2o1K4qipHrX7Tsz8Gq61rfaznaKiifLScQEUR2xZZlUIIIcRJr7E6hSvwSLw37YKbQjcqPoaqr/ObLKuqw1naJI54B/FttUJYsHKD4QjyhMaK2vSpUflo8V9R+fv8jxeb103R337M3CBEuUPtOzeH1Q/bVXcGONDyvyctIRHbT55Bmzk3cCNXiJuThuo0asXr5pvdViz3qA7uaLX3bioJ4oUQQgi3MIM127DT0KZcYlQ9ybEuq6hKCuCAf/E0LSuCVU7aAu9cZq1tBvGa72qe7v3Dp4R3gaaOxH/mKaesf/qqZ3/xMVz//r1RDSUI28KnwKKaj3b+Ddjm3Idt6CTL8zTvGvwDxxopL1bzASJRnQZj0SfbqMB1/7W0z4NfIGUkgFHb3ZutFWu2x9HkVgnihRBCCDBqgXun04QYrbSddhH2a+5G6znEukFZEarGYkn3llQhaYviYSQ+kNxe4bXTww/s1K4N5h1eK9rq/7wzrFKXms2GbdoV4E7rSM9Cm34l2rDJaJ0D91k75/vYZi/ENu9B7LONghK2K++weoPQHyQCtJRDgQ/mLjTnxHuLQToNgHbKTP+dcfTvM/6WpxJCCCFayD3p1Jv+rwc8pSZt9vBXtQwU7FeVQVoH//2u+AkSwhIPOfEYo9S+i3BpY84yUjlCqQ8/iPerENMQxKvS42GdrzmMcphat37Yf/D7sN8XGhaAGjjWvM+qbnqk/556DILDu4zX2V2h+GjocxKD1HOPUTqNNulCSEhEbV4B7jS3OPr3KSPxQgghTj5WQZl31ZimjMYFSE1QGz+BPIsyuHE00heWOAni8Ulj0mZej5aYFN6iQmGmWFjdHFJv1NEPe1XQlubvW9CGjDfviFA6TePlzptnLLLUy4HNvdKqLUTJTC0l8LEYVKcB0FIzsE29DM07JSiO/n1KEC+EEOLkE85IoXcwFWxZ+yCBq9qx1n9nE1Iz4kK8BPG+efENfdVmXm+ZXqJNuMCzEW6edJ1FdSN3ilaY17BM8WipJJ/PHuF0Gi2nK/Y5v8V+5R2ep0/JIeaXaEFG22M9sdX75zaO/n1KOo0QQoiTjr70pZBtbLNuQf/3A6DAdvGtgRs2NSCKo5G+cKi4CeJ9Jni6g/ikFOy3PwOAvmUF5O9Dm/gdVN63nrbhBnbeq9e6uedFhFvhJiU9vHZNkZ5l3o7wSLyJOwBPDvE9swW5MS4JL/UoYkxBfPz8+5QgXgghxMknP8Tkwh6D0Lr1w3bD/4FSaFm5gds2NXCNoyAhLF6fR2vDQbyWnIry3rYY7bWNmg6jpgOgDnuldISbE++zJoCb0nXUNyEqtTR2IgrfQ98JvNH8e3Iv/uU7Et/7ZTj+KFR9DfbOkGxdpx2AqhiXYfWekB1HOfESxAshhDipqFqLijE+tB6DjK+ZnUJfsImjmqqyrEnt27x4qU6TmGzeDlLlBYwg3x30qzDXDwi4WNiur8M7H6IySq6lZZpuYKI6Ep+QZLyndxCfPAJSR6FyfoMqfwkt9ztotqSAl9DGnxe9/lmJ05F4yYkXQghx0lC6jv5sgAVwvDUlpaGp6TR5261z5eNVvKTTdOzu6V+PQaFX5fQeqQ83Jz7ASLz+8cvhna9pEVlN1U96ps/7RDH8y+1pfLV7TWxNNVat1T9+G/X+PvS3/oPSg0x8DefmOYK07gM9G137xfS9W0KCeCGEECePI7s9peSCaUoQ34xRTf3951C6C33DMvQNy1BxtMCMH1d8BPFaeha2i36Eduq52Gb9MPQJ3kF8mDnxyhng5qy6wr8/Z33Pv120vn+pPqVOo/j3pGkativugGyvlYrdlWj2bDK+lhyDwsOe497pasmplqlOUdVjELbLf4bt4gXhVStqIySdRgghhPChBatG4yspSKm8QFx1qK2rUJ/+y9hOzUALsApnm2caiW/bY4PawLFoPnXUA/IOJMPIiVdKoTYuC68fw05DG3uW5+/fcyS8vjWV701ptFNGuvTBVlXotcPlN/Kutn8FXY8aVaCUJ9nHdtnPots3C5qmQZ/hMX/flmrb/9pEu7Fz507mzp3LqaeeypgxY5gzZ06Tzj948CAOh4OZM6NQesuCUorrrrsuZu8nhIiRYI/wvTVlJN63bUp4NwDqY0+FHPXRC+G/X1vj/T1twyPxTdbUdJrigrAvrU29DE2zoZ15tflAuLn3TaT5LlwW9RVbS82bNbugzpxqpNa8h77kSfR//x5KT3gO+FbSEQFJEC9iYv78+XzxxRd06dKFM888k1NPPbW1uxTUQw89xFdffdXa3RBCRFq4pQKbEMRrvm07NGOxHt/yh/HENBLfjh7wm4L4MILripLwrpvTDTKyAdBGTG16v5pJm3Y5oEG/UWjuvPWmqt4OBQ9B1ebg7WrNi5ypzIs9pTZDaU83glHWjv61ibaqsLCQvLw80tLSWLx4McnJyaFPaiU1NTXcd999vPHGG63dFSFENISbex7maDrgF4BrHbuhjh0Ecz2QEO8Xx0G8d4Ab61zmaPL+LMfyUDVVaL4LRnnz/j70GY42ajrq3b/7NbNd+pPGyatBrxdhtgkXoEad4b/oVVMcvBH0cih9FwZ+App1wK3VfmPa1j/aiO2MkWF2VMaXwyXfKRF1tbVGya2cnJw2HcCvWLGCSy+9lDfeeIPevXu3dneEENHgE8Rro86wbteSdJqOPSDRp3xeqJuCaCzwEysnvCYoNmd+QFtlTzRtqj2bUEqhf/0Rrj/fgP6xz4Jh3os5JSRic0zwv2ZqBlp2Z9MubcTpkepxSFpKmn9qTbj0aiOAB9BLQK8M3LbuiOe0zX3gwE7z4llBOykj8eGSIF5E1Zw5czjjDOM/yUOHDuFwOHA4HBw8eJD6+noWLVrEnDlzmDRpEiNGjGDSpEnccMMNrFy5Mqzr5+XlMW3aNBwOB88//7zpWH5+Pvfeey9nnXUWI0eOZOrUqdx5553k5eVZXuumm25i7969zJkzh3/84x8t++BCiDbJVAUmKTVgJQrNNwgPxjcVJjWjsVa2Z1+oID1KExqjTPmmSCS13YGaJvMdsS49Dod2oD57DQC1+TNc/32k8bDyCuK1BPMNgOeARdjlWzmmrar3WUU1WBCvvFaudRmfWS1fFN77yEh82NrRcy/RFk2ZMoWsrCyWLl1KWloa55xzDgBpaWksWLCA5cuXk5OTw5gxY0hISMDpdLJq1SpWr17N448/zowZMwJe++jRo8ydO5eCggJ+9rOf8YMf/KDx2DfffMO8efMoKiqif//+nHXWWRw8eJC33nqLZcuW8dxzzzF69GjT9c477zwWLFjQeJMhhGiHvFIetIFj/UfMm8NnFF3L7oJKTAKv+FbrPRTlchmBoJVDO1rej9ZwZLd5O7H9jMRraT611W129NcfMu874JU24r3Qk3sUPzkNaryCXatSkwPHotZ9YGz4rqzalriOmbf3ngeDN4DVyL7y/DtTriYG5ZITHzYJ4kVUzZ8/n/z8fJYuXUpOTg4PP/wwAO+//z7Lly9n3LhxvPDCC6SkGL/4dV3nwQcf5MUXX+TVV18NGMQXFRUxb948Dh48yG233cbNN9/ceKy2tpbbbruNoqIi7rnnHr7//e83Hlu8eDF33nknP/nJT/jggw9ISvL8B/63v/0tGt8CIURbUucdaCX4j5g3g9+oa9d+/tdNTsN23W/RH7814HWU7kKLswBGVZqrkAQcgY5T2qQLUV+9Y2wUHrFs0/j35p0T3/D3b7twPvobntF6q9KOWs/BaFMvQx3aiW3qdyPW94jzHYkHqPwcbGmQMgo0r5BSef0705v4lElG4sMmQXwMfFu4hK3HX6deWa/k1hYlaCmMzL2SYR0visr1dV3n7LPP5oYbbmgM4AFsNhtXXHEFL774IocPH7Y8t7y8nBtvvJFdu3bxox/9iAULFpiOL126lLy8PGbOnGkK4AEuueQSPvnkEz788EM++ugjLrzwwsh/OCFEm9UYkAGqprJpaTNBaDPnota8hzbmTKPGvPKZ1JqQhJaUijZkPGrHOuu+OdeiDTstIv2JmRLP6Kw2/vxW7EiUFHs+n9q22rpNTaWREmPKiTfCK61veLXHbRO/0+wuxkz9Mf99hxr+/82+Brr80rPfFMQ3MSiPevnL9kO+UzHgLFwSVwE8QL2qxlm4JGrXnzVrFk899RTjx49v3FdZWcnmzZv58MMPAair8y/pVVtby/z589m6dSvjxo3jxz/+sV8bd2nISZOsF06ZNm0aAGvWrGnx5xBCxBnvMoC71luPxGd1afJlbaOmYb/hj9jGn2fsKMr3adAwwh5k5F/5TpSMByVeo7M+EzbbA7VvS+hG1ZXo21aZc769/54zmlFytC2qcQY+Vvxv83YLRuKbPfH2JCQj8THg6HhRXI7EO6I0Cu9WWlrKokWLWLlyJXv27OH4ceM/g2D/gPPz88nPzychIYGNGzeyZs0aJk40T0w7csR45PnAAw/wwAMPBL2WEOLkoarKzTuSUi1z4m2XLIz8m5c1rF7Zawh887l1mzgsz6i8cry1tPa3SI825kzUmveCN6quQH1oLqzgXdnGNvtW9FfvN15ffVekuxg7dSHmiimXp7KM7jWxtakj8SJs8fcbIw4N63hR1NJS4tWOHTu4/vrrKSwsJDc3l1GjRjFw4ECGDx9O3759ueyyywKee9VVVzF27Fjuuusu7rnnHpYsWWLKbdcbVg+cMmUKnTp1CnidQYMGRe4DCSHavhM+KXo2m9/IuO3CW9A69Yj4W7vTKrQRpwdenTU9O+LvG3W1XoNT7am8ZANt4ndCBvHqoMWkZK+5AVrXftjm/xU0zX9hsNZWdxgqv4L0MyChY+i2wXgH8V4TW3HJyHq0SBAvWsX9999PYWEhCxYsYOHChabRd6cz8CO77t27c99996FpGm+++SZr167liSee4Pbbb29s07mz8Uj3kksuYfbs2dH7EEKI+FLps6Jm5z5ofqPfkQk4tKGTUNu9Vn3ub1TD0jSbUYLS96kAxOdy83VeI66J7ai8ZAMtKdV4YlMbeLVRtfI//jt9JvhqqU1YPCxW6o7A3oZc/JTR0CdIOpdS1jnxJl6TdlXzRuK16VeE3VZITrxoJZs3G0s233LLLX7pM6tXG5OH3CPq3hITExvb33vvvSQmJvLcc8+ZAn93nv2KFSss3/vRRx9l9uzZvP766y3/IEKIuKHKzUG8bcYc/0YRSmnRTv8uDByLNm4GttufMVdtqbVOrdTicdXWdh7EA81b4TQCVY+i7uAPPa+rN5tHz/3UN/wJQi/zvPa+VpCceG2SubiErT1Ojo4iCeJFq+jWrRsAy5YtM+1fvnw5jz32GAA1NTV+53kbPHgwc+fOpa6ujnvuuacx6J81axadO3fmnXfe4dVXXzWds3Llysagf9SoUZH6OEKIeOA1Eq9NnIWWbTGBNUIlHrWsXOyzF2I76xpj9N1b5z6W5yhXiCCpLfJ+otDWUkUixWoxplApV/FQarPugHm7/kTgtkED/AZ5N3iqMgWrTtN7KLbv3o7tijvQBp8SXl+FJQniRauYO3cuALfffjvXXnstt912G7NmzeKHP/whWVlZpKenU1paSm1tbdDrLFiwgJ49e7Jp0yZeeeUVAFJTU3n00UfJyMjgd7/7Heeeey4LFizgqquu4sYbb6S2tpZf/vKXDBs2LNofUwjRltR4jYB7L+TjHWTn9ox6N2ynX2q8pz0B7YyrPAfq69G3rkL/4n+oIOkbbYVSOlR7BfFtMWUkEixW29V6DA56SlTr5buKoPR9cJWEbhtMQnfzdrB0mXCC+Lo8cDVM4PZOp0kwP2HSsrug9RuJ1tvhv9qxaBIJ4kWruOaaa3jooYcYPnw43377LcuXL0fXdW688UYWL17MpEmTqK+vD5gS45aamsrdd98NwF/+8pfG2vLjx49n8eLFXHHFFdTW1vLZZ59x+PBhpk+fzgsvvGBa3VUIcZLwXmjH7hlxt115B/QbhTbjOrQOISb3RYDWdzi2G/8P282PoHXu7Tlw4BvUR8+jvngb9dW7Ue9Hi1VXekZek1Mt5he0D1qKxUi8qw4yAxdO8K5O46f0PTj4I6gIUKUomOrtsPssyL8LDt8eun0wNp/P1dIgHowKNkqB7nXDnOlzs5DlKUWqZXWGgeOM1xNnhfceolH7/Bcn2pRu3bpZTladPXt2wImnTz31lGm7V69eASe8nnPOOZbHevfuHbTEZDDB3k8IEad0r3QVr7QZredg7N/9SUy74r5ZUN6Br/LMA1Jr34dpl8e0T03mnUpjlXLSXlg9YXC5jInIpQFSUALl0esVkP8r43Xl5zBkY9P6ku9VorJqvREwN7euuvJJWXUVBGkb/Kl4o4I/Qu8X8eTPJ6ANm4Y64klt9U1js128AKrK0dLa8c9QlMhIvBBCiJODaSS+jYxhBRmxVXXB5wW1uiqviYztNZUGrD9bQkLwRZy6WM97oO5o8/uh6qB2r89Ol2XT8K7nk7IViZH4mu3GjYqbLQNtxOnmNj5BvKZpEsA3kwTxQgghTg7eQXyEJrC2WLCbieIgI6NN0JwJs6q8CH3Nu6gjewI3MgXx7TgIswjitckXB0290pICjMT7Lvqo/KuwBVS2zH+fauZk6LpDUO/z81UVZHVavTL8a5uC+DT/Sj1ZueFfSwQlQbwQQoh2TekuVHUlyuUJ4rW2EsQnBAniK0tbfHl9y0r0xxfgWvw3VEP+uqqpRB3aGTS415e+hFr1Jvqbf0YFKImpKj1BfJusgx4pFqv6apm50CHASHywGzPvMozgn9ISTMEf/Pc1dyX4/Hv891Wt8Q/s3bwr2SQ7gl+7/GPPa1u6MdI+bgYA2ugz0GQya8S0keeJQgghROSpihL0fz0AFSVxNxKvDu5A6zuiRZdXS18wXuzZBPu2ovoMQ3/pXigrRBt7NtrZ11qfuNdYy4OaKji0E/pblOStPkly4t2Td91yewHGvAZl0dx2+c8DX8u3ooxeBbYw69D73gAAFP0bcueHd75b7UEjn95K/QlIsCi9WrPL8zrtNLB3hMovrK9x/K+e1zajso/trGtQUy5Ba07NfRGQjMQLIYRot9RX70JZoTmAhzYUxAfJif/qnYi+lTq8C44fNL4fgNr4SePofDB6oH5UnhzpNFpD9RQ323nzjBc+OfHa9Cux3fo4Ws8g5Sert5m3Q43E1+6F0neNYN/qlqEieAU3S4d/EviYVX/0Sih8xrOd1B96Pg79/geD10Pf/wa+ns1TnlMC+MiTkXghhBDtltq2yvpAHExsjTT11Tto3QeYd9bVQFKKuZ3vatmHd6GKj6Fldza3W++VNtGO02m01Axsc36LOrofbfCpnmDUJydeG3dO6DKbRS+at4Olw7hK4MD1oJdC5qXWbaxG50Op3RX42LGHofdL5rUTShab2yR0Bc0OSQ2TdxODLHyVOqbp/RNhk5F4IYQQ7ZfvCLybxQI+rSLGNxP64r+Zd9R4KpQopRsVcaxy4EuOmUbtjco5nu12nRMPaJ17Yxs51TyanJ5lbtScpzt6kCC+dIkRwAOUvmXdxtWMIN5X2iTP6+qtUPah+bhvRRzNZ46AFmSEPfvqlvVNBNVGhiKEEEKIGGor6R/BJra2UDipMtRWATmoulr0f90PJcfRLOrT6+8/A5WlaOd8H9uYs6C82NwgUDWWdkyz2bFdOB9982fYxpyF1px67cFG4mvzzNsJPaD+sHlfUn8jZ79qLWiJkDI2eN14q58Jm88NWPG/IfMC4/Xhn0G5T1WcZJ+nOcHez3dBKRFREsQLIYQ4+aS0jZFjTQv+QFzVVDarmocqykd/7f9CN6wxSgeqj/4JJ4wAUX36L/92DZVy1LJXUKPPNCbHeks5OSuOaEPGYx8yPrzGdYf99+lV/vvcfCvF+AbwALig/FM48lNjs9ezkBasPz4Vibr8GmoCLGxYm+cfwGecC/Yg9fF9NXchKhEWSacRQghxcklIQrMoG9gm7f+mWafp/3sivBKVNVWo2iqUc234Fy8vBpfP4j8NFVtEEAUP+u8LNrFVhVGbvf64J4AHOPan4O1968pnXw7JA837qjcH7luT0mPayOTxdkyCeCGEEO2Svu4DsKqFXh/mEvJtgKppwiI73k5YjdpaXL+2GoqDrNRppbrCvJ3TtXmpJCcbq0oyNUEmmYazSqqr0OecEClU3td0p9EkWtyAVW2B/f5pVSQPsb5ul1/77+sXpGqNiAgJ4oUQQrQ7qqYSteI/rd2Npht0Ctqo6Z7t+jCXu2+umkrrG51gKs21zrWu/SPYoZPMiSeg7qj//mOPBK7l7p3O4jtanhB4FVmjvdfftRakMtKhBQHeO0AaWvbl0MnnnCT5uYg2CeKFEEK0O2rT8tbuQrPYhk02l3z0TVsJg1J66EZutVVNfg9Vah791aZc0qTzhQ/fYL2+EIpeDtzeng1aSoBjnYK/l2l0v2FaZPJQ/3a6RSqW1SJQpuOdgx8XESdBvBBCiHZHff1h4IOJybHrSBhsFy2A5DQYMAYGjTPXjm/qKDlAVUXoNm41VU1/j+Oeqina0NP86seLJsq/C6o2eLYrvwze3pYZuKqNPct6fyPvkfiGID4hF7r9PmQ3CXlzGEY1JBFREsSLmNi5cydz587l1FNPZcyYMcyZM6dJ5x88eBCHw8HMmTOj1EM4cuQI9957L2effTYjR45kwoQJ/OAHP2DFimasiCeEaF2ZQUYkkwKMYrYSbfAp2Ob/Ffsltxm55d6145uTTuOT7gIELqnZnCDe+yYhI7tp5wprxx4BvRbyboD8XwVva8+G7Gua9z7edem9671nzjJuDoLRQkxU9a0fL6JOgngRE/Pnz+eLL76gS5cunHnmmZx66qmt3SWTXbt2cckll7Bo0SIApk+fTv/+/fniiy+46aabeO6551q5h0KIptD6B1kpMrFtBfEAms3rv+MEr5H45gTxxQV+u2znfN96MaLaqia/h6rxCuLtUoEkLL5VYZKHm7ert0LZ+1D1dehr2TMhdUJ47+PLu2xlQq75WMqo4OdmXxv8eMY5nnz97O8HbysiQurEi6grLCwkLy+PtLQ0Fi9eTHJy23qUDXD33XdTXFzMjTfeyE9/+lPsDf8xffHFF9x888088sgjnHHGGQwaNKiVeyqECIseOJjRhk+OYUeaoQXpNKqixCgv6atjd2zf/Qn6fx8xt6+pClqtRxs5DbV1pXnn3i3WfRWBeU9A1VIhdQzU+JQPrd0T3rXs2ZB+uvWxkteha5CRfL3cfB1v2VdD5Wrr8zIvhZwQo/+2FOj7BtRsh7SJwduKiJCReBF1tbXGfxA5OTltMoDfs2cPGzdupFevXqYAHmDy5Mlcc801uFwuPvjgg1bspRCiSaxGl/sMR3NMQht/fuz70xTeq7g2ddLphmXWB1Iz0PoM999fWwV1QUpu9h6K/afPGfn6VqxG94U/3SuIt6UYAbPvRNGiF8O7li0TbMnQ/WHr48oV+Fzl9XftW50mUD59l19Dt3uDV7NxS+gI6VM8+fYiqiSIF1E1Z84czjjjDAAOHTqEw+HA4XBw8OBB6uvrWbRoEXPmzGHSpEmMGDGCSZMmccMNN7By5coQVzbk5eUxbdo0HA4Hzz//vOlYfn4+9957L2eddRYjR45k6tSp3HnnneTlmZeyLi4uZuzYsUyfPt0UwLv169cPgIIC/0fUQog2qtY88U8bfQb2y3+GbdbNaAltfPTY3vx0GrVznfWBlHTr/XnboS7AJEloXHFTSw8Q4NklWAuL8lqZVUuBpL7Q/73Q1WSsuEfQO8yAvq/7H3cVBemH18+Tbw67LcDPSNZlTeqeiB351yeiasqUKWRlZbF06VLS0tI455xzAEhLS2PBggUsX76cnJwcxowZQ0JCAk6nk1WrVrF69Woef/xxZsyYEfDaR48eZe7cuRQUFPCzn/2MH/zgB43HvvnmG+bNm0dRURH9+/fnrLPO4uDBg7z11lssW7aM5557jtGjRwNwyimn8NprrwV8ny1bjEfHXbt2jcS3RAgRC7VeQVNyWnyVQfQOjJs66TTAwk1akGBb7QgQ+AOae+JqerZ1Awniw+M9odSWanzVEoAmlAN1s3tNQE0eAjnXm0fxq7dBxhnW5warE281Ep99deONnGh75F+fiKr58+eTn5/P0qVLycnJ4eGHjcd/77//PsuXL2fcuHG88MILpKQYE810XefBBx/kxRdf5NVXXw0YxBcVFTFv3jwOHjzIbbfdxs0339x4rLa2lttuu42ioiLuuecevv99zwSbxYsXc+edd/KTn/yEDz74gKSk4LPp9+zZw5IlS9A0LaqVcYQQkaVqPEG87Ts3o6WFqLzRhmgJiY3F+lRT68SnpEFVecDD2rlzUR+9YN6Zv9e68cCx0HOw8TpDRuJbxLskpOaVVhqo3jtAj8cgYxrsuxRqvf6ObD5/Fyk+aVLHH4f06cZE2fxfATbo/SKkjvJJp/H5/y8hF5IGmHPz0wPcDIg2Qf71xULhS3Di76CauXx2a9DSoNMt0PG6qFxe13XOPvtsbrjhhsYAHsBms3HFFVfw4osvcviw9bLh5eXl3HjjjezatYsf/ehHLFhgXiVu6dKl5OXlMXPmTFMAD3DJJZfwySef8OGHH/LRRx9x4YUXBuxjcXExt912G3V1dVx22WUMGRJguWkhRNtT4/X7Njm19frRHKZ0mvBH4tXh3dYBvFdJTdvIaageg9Bf+HXobsxe2PhaS8+2rgKeIGUFw2IaifcK3APljmdfawTwAPiMmCf2Mm9nnG3ert0JO8d5vzkcmg+DVvmk01iklXX/E+z3Sp+xxdm/nZOM5MTHQtHL8RXAg9HfYCvGtdCsWbN46qmnGD9+fOO+yspKNm/ezIcfGou01NX5j0DV1tYyf/58tm7dyrhx4/jxj3/s1+arr74CYNKkSZbvPW2a8YtxzZo1AftXWFjIvHnz2LlzJyNGjOCee+4J/8MJIVpfjTmdJq54l5sMNknRi6oqR/+v9URH2+U/N21rHbujTbs8+AW79DVvB6oH35zFqE5G5Z94XruKPa9TA0wYdnmtilu7w3wsySeI1xJhwCcE5a5KE2xiK4Atw2c7zv7tnGRkJD4WcubE50h8TtMWZGqq0tJSFi1axMqVK9mzZw/Hjx833jpI/l1+fj75+fkkJCSwceNG1qxZw8SJ5lJWR44cAeCBBx7ggQceCHotK/v37+fmm29m3759jBgxgueee47UVBmNECKuxPNIvHfFF1d4QTzHDliWirTd/Ignr92L1me49ch6j0FoWbloky8x7w80sVUPs38nO+/67N6j8p1+BOWrQC/2OSFArnxib+v9CR1D9+Hwz6H8Y8+2b8AO/kG7VRvRZkgQHwsdr4taWkq82rFjB9dffz2FhYXk5uYyatQoBg4cyPDhw+nbty+XXRZ4NvxVV13F2LFjueuuu7jnnntYsmSJKbdd141fflOmTKFTp8Az/61qvm/cuJFbbrmFoqIiJk6cyFNPPUVGhvwSEyLuxPVIvFcQH26QXB1gkKiJVWVsM+ag5fbyP5CWaUxwVObQXxvcthbua7PqDnled7zR8zqxBwz4EHb5PDnO+q71dYKtqqolmtNlfHkH8OBf4hKMoD15CNTsgJQxkNA98PVEq5MgXrSK+++/n8LCQhYsWMDChQtNo+9OpzPged27d+e+++5D0zTefPNN1q5dyxNPPMHtt9/e2KZz586Akf8+e/bssPu0cuVKbr31Vqqrq5k1axYPPvhgyImvQoi2R9XXeeqr2+zxl7fdjCBeVZb6X+a7twd+shloQmqnnpa7NZsd0MBr/N72vV+jpcogR0hKmSeLZpxlPm5LhqyroMSrSprv5FW3YLXau/0ejtwRfr98J8SCcaPW61moXAdp46UyTRsnOfGiVWzevBmAW265xe8/mdWrjRXj3CPq3hITExvb33vvvSQmJvLcc8+ZAn93nv2KFSss3/vRRx9l9uzZvP66p77upk2bGgP466+/nkceeUQCeCHilXd5yaTUoCl6bZJFEK+qK9A3foI6us/6nAr/ID5gHjuAVa389Kzg3yvl9TtZs6F16x+4rfDi8qpOY7dOffENzgPVbA+2iFKHc5vWrcR+1vvtmdDhbHMpS9EmSRAvWkW3bt0AWLbMvLrg8uXLeeyxxwCoqanxO8/b4MGDmTt3LnV1ddxzzz2NQf+sWbPo3Lkz77zzDq+++qrpnJUrVzYG/aNGjQKgurqan/70p1RXV3PVVVfxq1/9Kv7+0xdCeMRzKg1YB/GfvYb65FX0V+/H9dK9qF0bzOdUWQTxHXsEfg+rNJuKkuD96j/K83rQuMDthFn1Fs/rQCPpvqktgYL4xAilt6SdJqPs7YCk04hWMXfuXH77299y++2388orr9CpUyd2797Nrl276N69O5qmUVpaSm1tbdAR8QULFvDee++xadMmXnnlFa677jpSU1N59NFH+eEPf8jvfvc7XnzxRQYPHszx48fZuHEjAHfeeSfDhg0D4I033uDgwYOAUVby5z//ueV7TZgwgauuuiqy3wghROTF86RWALtFEL9ttWff8YPo/3scbepl2CZ+xzhuMRKv2QKP02k2/9WpQ7GNmo6+/xtIScd25tVNPv+kVH8c8jwLEQYcSU/2KWHsPcG0+yNw5OfGvtzbiYiO8yJzHdGqJIgXreKaa64hLS2NF198kW+//Zb6+np69uzJjTfeyE033cRdd93FJ598wooVK4Ku2pqamsrdd9/Nj370I/7yl78wY8YMevTowfjx41m8eDH/+Mc/WLVqFZ999hk5OTlMnz6defPmMXny5MZrrFy5svG1u7yllYSEBAnihYgHtV7VP5KCLKbTVmlewXeQnHi16g3U0IlomblgkRMf8m3OvwH1wXPhtx90CrYf/hmSU5t1E3DScZVAxWrzPt2ijj/4B/HeC0J1OAdS3jUmtdojMAdBS4Nki3x4EXckiBdR161bN8vJqrNnzw448fSpp54ybffq1SvghNdzzjnH8ljv3r2Dlph0+/vf/x6yjRAiPqi87eZ66fG4oqh3n0OUmNSf/SW2Wx6FI7ub/DZatwHWZSaDnSMTWcNTtAiOPRh++4SOkHkxlP4Psr/nn+qSGCQ1ylvWFVDyn8DHU8ZCpx9G5mZAtLo4/O0mhBBC+FMlx9HffNRnZ1PD1DbA++lBeRGqvChoc7UySNAWTJrPxMWesip1xBS91PRzuv0OOv+8ZRNKcxtW2bUK5JOGQO9ngle4EXFFgnghhBDtgtq22lNa0i0eVxRNMufxq7XvB21uypdvCp/5ArbTL23edYS/+sPNO6+lFWHsmdD1bujyS6jZZUyYtaVA1WajpKQE8O2KBPFCCCHaBXUsr7W7EBG+E1LVZutyuS1+H00zUnfcNzqdLRZ5EpGVNCA276MlQMpQz3b6abF5XxFTUmJSCCFE+1Bfa7EzDtNpAO2UmZ4N36cL4eg/Oqxmtit/ieaYiO3C+WjxWI4z3nT9TWv3QLQjMhIvhBCifTi6v7V7EDHa1MtQ65c279zTLkYbOTW8tt0HoM36YbPeRzRR39cg2dHavRDtiATxQggh4p6qr4PqAOX74pCWkGgs+hSkxGQgtinWVb9EjCj/1cYBsGXHtBui/ZN0GiEiSMVjJQwh2oMTh1q7B5FnVeO+W39sP/gD2GWCYpulV1jvt2fHtBui/ZMgvoW0hlquuh7gzlucVNxBvCbLWQsRWzVV1vu1OP5vziqIz9+LltMV+gyLfX9EeKwWdNKSwZbsv1+IFojj325tQ0KCkZFUW2s1oUqcbNw/B+6fCyFEZKnDu1EHvkH5pCzoXwdYbTmeb6gTA682qyVaB4TauHOi1RsRimpIfdLL/I9pSbHtizgpSKTRQmlpaZSUlFBWVkZKShwu7y0iqqzM+OWdliZVHoSINNdL98Lxg43b2ozrsI0+A1VXC3u3WJ9kWbEmTliNxPcYZHy1+Y/B2S68BfqPiXKn4kTVFqj5FjpcAPYO0X+/wn/CiX9A1qWQca7/cavAXogWkiC+hTIzMykpKeHEiRMkJCSQmZmJzWaTdIqTiFIKXdcpLS3lxIkTgPFzIYSIHFWYbwrgAdTHL8HoM6DWJ5XGnthYllEbNyNWXYy81Ay/XbbLfw6AKis07dfGzUAbMiEm3Wrz6gvh4A2gaqFmB3T9dXTfz1UOx/9mvC5eBHUHg7cXIkIkiG+hjIwMOnbsSGFhIfn5+eTn57d2l0Qr69ixIxkZ/v/5CiFaoMp6JFPpLqgzj7bbbvoT6vPFkJoR14GtlpVrqnJvu+pOo2oNQPExc9upl8WuY21d+VIjgAco+W/0g/hKnxVzK1ZZNLJHtw/ipCRBfAR06dKFlJQUioqKqK6ulgolJyFN00hJSSEnJ0dG4YWIhooS6/01lebSkp16oKV1QJsxJzb9iqaMjqZNredgz+tx56BWvWFsDBiDlig51x4+oY3SozvBuS6MykiJPaL3/uKkJUF8BGiaRlZWFllZWa3dFSGEiHtK6WiaDVVX0ziBUxUesW5cW43+5RLP9onDMehhbGgduwVcb1YbfSYUHEApHdu5P4hlt+JAvc/mMUjsGr2306tDNLBB9z9G7/3FSUuCeCGEEG2Gvm01avkiY4TdZkebfgW2U2YGLiGpu2DPJs+2rR2lLfQfZUxkzd+LNvM60yEtJQ3twltaqWNtXPW35u2yD6Dj9dF7PxUkiO/yK0gZDSlDo/f+4qQlQbwQQog2Q334T8+G7jIC+lNmQm2AQKm2xrRpm70wir2LLc1mx3bVnVBfG7CkpPBRuw9KF5v3Hf9LdIN4vSbwsazvgiahlogO+ckSQgjR9vlWoGmgf77Ys5GWidZ/VGz6EyOapoEE8OGrWBn791QBgvjMCyWAF1Eliz0JIYRoE4IVBVCB0mn2bva8Tpb1GU56LovVUqMtUDpN9vdj2w9x0pEgXgghRNtQXxf4WICReBOpDCZUZezfM1A6TVL/2PZDnHQkiBdCCNE2BAvUK8NY8bL4aOT6IuKTXhH79wyUTmOTNCgRXRLECyGEaBsCBPGqthqKC4wNTYN+7SvvXUSIUlDyZiu8r0UQ3+H82PdDnHSiMuPC4XB0BLYAPZxOp2ZxfAhwHzAV6ATsAp4BnnA6nbpF+x7AvcBMoDuQB7wMPOR0OoNMCxdCCBE3AuS9q3Ufgrtiesfu2M6+Fv2fd8auXyI+7Lso8LFoLvikW/zc1h+PznsJ4SVaI/FPApbLkzkcjjHAWuBqYD/wAdAb+BvwkkX7XsBXwM1AMfAu0AH4HfCBw+FIjHz3hRBCxJJSOvpbf7U+9uX/Gl9rnfugZXeOVbdEvKjdD3UHAx+vL4jee7uK/Pepev99QkRYxIN4h8NxDXBVgGMaRqCeCcxxOp1TnU7nd4EhwGbgWofDcZnPaU8CvYB7nE7nKU6n83JgEPAxcCZwW6Q/gxBCiNhSn78NVWHkvad1CHhIGzY5gj0ScaXyK/99WpLndd3+6LyvUuCyGHXPXRCd9xPCS0SD+Ia0lyeAzwGXRZOZwGhgudPpfMW90+l0HgPmN2w2BuUOh8MBXAjsBv7g1b4CuKHhPdrPyh5CCHGSUvu3hdVO6z868LEh4yPVHRFPVD0U/MF/f4fzPK9roxTE62WgGqoqaSnQ4y/Q80lIlZ9FEX2RHol/DkgGAi2N5p7psdj3gNPp/BwoAKY6HA73UMt5gAYs8c2VdzqdB4D1QF+HwzG85V0XQgjRGlR5MeTvDa+x3ZjKpZ1xpf916mSK1Empdrf/vi53Q2JfrzZRCuK9c98TOkPGWZA+xZiALUSURSyIdzgc8zGC9F86nc5dAZqNaPi6NcBxZ0Of3EF5qPbbG75KqQIhhIhT6rPXw2/cuRcA2rgZ2L57u/lYXW0EeyXihqvEvJ1zPWRfAYm9PPvq85t//foTcPxx449vCUuXTxAvRAxFpDqNw+EYBPwJWIaRThNI94avRwIcd+/v2sz2Qggh4oxymvOZtWGnob790r9hUgpaw6qsms0O/Ub6XMgqi1O0e7rPKq2dGvLR7V7zJ/QWLAJ1+GdQvdF4XZcPnW6BpIYbBO+ReHun5r+HEM3Q4iDe4XDYgRcx8tPnOZ3OYEvmpTd8DfSvyV2nKaOZ7YP1cy4wN1S7BmPDbCeEECLCbBfchDrre+hPmusWaNP9U2i0ceegNiyDxGQ0x8RYdVG0Jd6j4x1mga1hQqstzbpNyOvVQOVqSBkJtgxPAA9Q9o7xBztknA3JQzzHEnKb03shmi0SI/F3AFOAGxvy1INxD5OEWhvbnebT1PbB9APOCKOdEEKIGFF7t5i2tcmzjReJ/qtdaiOn+u+behl0H4jWtW/jKL2IM5VroWIlZF0GSX1Dt/fl8hqJt6V7vfYO4iuhagvYM4O/R81O2H+FZ7vHXwK9KZQvNf64SRAvYqxFQXxDzfffAu86nc7nwjjFfSucGuC4e7/7X2RT2wezD/gsjHZgjMRnhdlWCCFEM+lvPWra1k670Phq9//vSbPZ/fclJqMNnRSVvokoq9oEFauh8Glju+glSJ8GPf7atIWZvNNp7F4P5jWvgL52F+TNMV73WQQpQ62vlX+Pefvw7dbtrEg6jYixlo7E/x5IApIcDscrPsdsAF77fwIcxgiQu+GZlOrNNwf+cMPXbgHeP1TOfCOn0/kC8EKodgAOh2M5MmovhBBR5VdNJisXLVqraoq2xVUKB28B5bPaacVKKPkPZFsuN2OterPntc0rD94W4MlM/j3Q7z/Wx2qsQpMw2WXsT8RWS39bum95ZwLX+vxx11dyb2fgqTLjVxKyYSGooRgpNN807A7YvsGwhq9bAhwXQgjRRqlNn5q2bbPNy37YLvHkxGtnXhOLLolYqd3tH8C7Ffwx/Ou4iqFilWc7bYLndaAgvnan9X53vffm8l5cSogYaNFIvNPpPDPQMYfDUQ/YnU6n5rXvA4wc+kswVmL1NgXoDHzmdDrdy/Z90PD1IofDcad3rXiHw9EHGAfsdzqd3yCEECKuqBXm0VAtt5d5e8AYbLf9HSpL0DIl37hdqT8WmevU7qVx2lzSEGMyqpvmP6/C2J8YoE8nWtYXJesUiNiK9XPLz4BtwEyHw3GTe6fD4eiMJ6h/xL3f6XTuxQjkhwK/82qfDjwL2L3bCyGEiCMWOe6+tIRECeDbo5odwY8rPfhxN91rND8hx3xM0yD7Wv9zEnpYX6uuhQtCySqtIsZiGsQ3jKTPw5iI+rTD4fjS4XC8ibHI02jgGafTucTntAVAPnC3w+HY4nA4/gvsxEjheR94KmYfQAghROQMHNv4Uhtxeuv1Q8Reqe9/9T5UdXjX8W6nWdTA6PxT/311+0EpqC+Ew7+Ao380Umn0ECPpHc4LftyeGbq/QkRQzGcQOZ3ONcAk4A1gMHAusB+4BZhv0X4PMBFjUmpnYBZQBNwFfNfpdNbHpONCCCEiSvNemt534SbRfql6qD8avE24dd11ryDeluJ/XAvwtKdyNew52ygRWfIaFL0CKsSKv7m3GdVzhGgjIrJiqxWn0xnw2g057Jc34Vp5wA8i0S8hhBCtT+ku1I51jdtaaocgrUW7UXcIToTxAN13hVWlAJexYuqJJyBllFHBxjsPPVAOfO6P4cTT5om0h241tzn+V+h6b/A+JXSB7n+CXaeF7r8QMRC1IF4IIYQIRL3/jHlH596t0xERO3VHYO8s//09HoXUsXDwh1DjNPa5R+Jr8+DIHVDzrbF6qrsmfNn7gMucEx+oxGPHH0DOdbDz1OD9O3pf8ONaovGn2x8h/y7zsazLgp8rRBRIEC+EECKmlNJRzrWmfVpqRoDWot048D3/fdnfg4wzjdfeq626g/h9F3nt81nX8dgjkHqKZzsxwIRVaEirsQFhTpj1lenVD9/SlVoSdLyxedcVUVdWUcuuA0X065lFTqZFylUckyBeCCFEbB3Z09o9EK3BlgauIvM+75F07+BYr/Jva6Vqvdf5IVKycm+D44+GvqaVrr/1vPYtUdn/XUjo3Lzriqh7b8UeDhWU0yH9KNNO7UVZRQ1jh3Zl/TdH+Wb3CSaN7s7wgfG52q4E8UIIIWJKHW1hKT8Rn6zKRrqKPa+9c9pVDdQeaNr1tRAhTVMC7ZzroOgl43X3R8wTZBO7e73uJQF8G1ZTW8+hAuMJTllFLe+tMAYQVn59qLHNB6v2snZrPjmZyXxn+gAS7PGzarQE8UIIIWKrqjx0G9H+WK2ImtDR89p7hLtme9MXT0roEuJ4E9Yb6PQjSBkLKMg4y3wsqT90uQuqt0D295vWRxFTzr1hPM0BThRXcaK4irVb8pk8NkhaVhsjQbwQQoio0z/9N+qgE9uZV0O1uXyg7dKftE6nRGxZ1X7PvsrzWkvyvC58DnLmNO36KWOCH08eEt51ej1nlKvscHbgNtlXAVcFPi5aXV5+KR9/2bSnfl9sOsyEUd3iZjQ+PnophBAirqiaSpRSxuuC/agNH8OxPPT//AmqyhrbadOvQOs/qrW6KWLJu6Z77o+h39s+gbVPSFL0cvjX7vxz0EKENPYco0RkMKmnQlqIKjaizTtcUM5/PgyxKnAAW3Yci3BvokdG4oUQQkSUvvZ91Ko3oO9IbJf+GOUzkVVVlja+1nJ7xbp7ojWoOsC9NqMdcuaC92JfALUtmPCceUl47dImBT9ulfIj4s6i97c3+1x7nIzCgwTxQgghIkyt/K/xYt8WOHYAtewVc4M8r/9gZZGnk4Pvyqq+ATyYJ7kGY8uCjtfD8b8Bdhj4KdjDLFFqSw1+PNRKsiJq6upcfLo2j537ihg+qBOZ6UmMGdol4qktA3plUVPrapzw6tYxK4XunTMYMSh+KtVIEC+EECJi1LE807a+NERKRJoE8ScF08qqAWp1d7oZ8n8d+loJXaHjPKN2u72juXJMKFoiJPaFuoZc6e5/hiM/9RzvcF741xIRtWnHMbbuPA7Ahm8LANA0jVOGd23ytfr2yGT/4VLLYxNGdqNn1w64XDqvLPmGEyXV9OySwVUXDG1+51uJBPFCCCEiRp04bN5xdG/wE9IDrLIp2hfvkXjvUpLeOpwXRhCvQbffGS+bW9qxx5+NFV9Tx0P6aWB/Gg7/zCgX2fHm5l1ThKWkrIYvNx+hW6c0xgw1VxNa+fVBv/Ybvj3KuGFd0Kye3ARQ79L9Avhpp/Zi5/4icnNS6dHFeGpjt9u48nwHhwrK6dM9sxmfpvVJEC+EECJyairDbqqNOB3N1oRR1LZKKaPcYEJncw1x4aF80mmsaInQ7feQf7f/scHrofILY3JqSgtHTJMHQvKtnu20iUZKTqg686LFXlnyDTV1LrbtgsPHKjh/ar/GAL1hHrxJSXktf3npa86f2j/sBZk2O80TU887vR8jBuUyYWQ3v7apKYkM6pPT9A/SRshPrBBCiMiprw27qTb6zOj1I1KUAr0c7EHSfkrfgqO/AxKg/9uQ2DNm3Ysb3iuzBkqnAcicZXwvfWvEazZIPz06fQMJ4GNg/TdHqalzNW5/u+cE3+45AcDp44LXZv9g1V5yc1Lp0jEtaDuAHfvNteGHDYifHPemip8puEIIIdq++iZU90gO/R9yq1IKDs2H3dOMuuWBHG1I76Ae9s6Cmt0x6V5cCWck3m3AUvN2j0cj3h0RW1XVdSxfmxfw+OoNhwMecztyLLxF4jpmeX6+0lISsNnCT8WJN3LrKYQQokVU6Qn0538FrvrQjb0lh6gU0trqDkDll8br449BzvXhjdge+QX0ezO6fYs34UxsdbNnQvJQY9VWEkKXhRRtXkl5+E/oArFKt7FSXeP5PXTWpD4tft+2TEbihRBCtIha+17oAL5rf+jlMO9r6yPx3ikgAGUfhHdeS+qdt1cuzwJfIcs8AnR7ALK/B72eDq+9aLNq61x8sTH0SLtb105plvnvtV6pOMEUlnie+mSmJwVpGf9kJF4IIUSLqE3LQ7axX2tUHVE71qJ//RHaqDPQEhKj3LMW8s3Lzv81ZF5o3lf5Vez6E8/qvCqPJAbPfwYgeRB0uSN6/RExcaigjNfed/rt75SdyoniKosz4DvTB5DdIZkxjs58ve1oY457TW3oIL6uXqeo1BPE52a37xtACeKFEEI0m6oqC9nGewKrNmQC9iETotijCPLO43ar+NIoS+h26Mex6088q/MaiZWJvyeFPQeLWbxsl9/+nl0zuPI8BxVVdTz9n81+x7M7JKNpGt07Z9C/V3VjEF9WGTol50RxVWPaTXZmMomJ7aD6VRCSTiOEEKLZlHNt4INJqdCpB9q0y2LXoUjSa/z3lX/acKwKavOsA/20KFZRiVd1hzyvEySIb+8+W5dnGcBfdOZArjp/KJqmkZGWxA2XjfJr410TvoNXOkxhscW/NR9LlnsmlXfOaePpehEgI/FCCCGaTe3fFvCYbf6jYLM3aaGWNkVZPO7Xy0GvhL0Xg+u49XmSYuOv3iuIl5H4du2ztXl8/c1Rv/39emYyuK+5JntWRjLfmzWMf737LQDdO6ebjnsH8QWFlZRV1Jr2eVNKUVbhGa1PSWrfo/AgI/FCCCFaIm97wEOaPSF+A3iwHonXK6H0/cABPAD1UPpO1LoVUxWfQ8FDUPFF084rXwlF/zK+X3qVeSReFsRq177ZfcJyf6B67d1y05l2ak/698pixml9Tcd8A/b/frQj4Ptu22V+37494nMV1qaQkXghhBDNonasg9rQj7jjVvUm/32qElQY5fJ8J8FWbYCqjZB1ibHqaDyo+AIO/ch4Xfwv42uvZyFtfPDzanbB4YXGa1cR1PhMbJRqM+2aVV32vj0ycfTrGPCcCSO7M2Gk//4Eu3msuai0mufe2MLssweRm2P8HLl0nYrKOj76fJ+p7cA+2U3ue7yRIF4IIUSTqaoy9HeeMu9MToOaytbpUDSUvOG/r/IrSPBfvp30aVCx0vo6tQfg4A+N4L/GCd0fjGw/o6FyvbHQla+DN8KQjcHPPf5Xz+vCZyLaLREZlVV1LF+XR1VVPRNHd6d3tyArEjeBUoqKKvOCb+mpiVx6zuBmL7o0tH9Htu8tbNwuKa/hpf9t49IZg+neOZ1/v7vdVJEGYOopPbHb2n+yiQTxQgghwqaUQn32Gmq9z6qaWZ1Bd7WtIL5yHVR+AYm9IeMcsDchUFFBVp4tfdt/ny0DevwZDv/Us69qC6SOguLXPKP3ZR9Al7tAS2rbI9IHbw58rPYAJAVZRMdVHPHuiMhx6Tp/f93zlCn/RAULrhkXkWt/sclcD/7sSX3o1yOzRaumnnt6P1MQ7/bWxzsDnjPa0bnZ7xdPJIgXQggRkr75M9SeTWidevoH8IDtghvR329Do671x42RZHcwXvo29H4+/PNL32/a+yV0h9RTzfuq1hhBvG9Qu/sM46uWCgM+NFYobXOCLN5V+LSxGFMgwYL4lNHN7pGIjDVb8k3bNbUulFItnr+ilOLLTUdM+8YO7dKia4KRUpOakkBVdXgrQnfMSiEl6eQIb9v/swYhhBAtoo7loT5+CfZsMlZntaD1GITWbYBnR0Yr5X3rlZB3A+yZYR5Nr9pgpIiEq3pj0943eQDYs3z60lDdRi+xPkdVwe4z/VeGbeuC9VfVQ11e4ONdfx35/ogmsVo9deuuYBO1w3PgSKlpe+opkatCdPakIE9+fCSfBFVp3CSIF0IIEVzxsbCaaWdeDelZkJyK7aIfRbdPgRQ+D1VfWx+zynEPpL7I8zr72tDt3WUTc73SaQqfNerKV6wKcqJupP3Ek/LPjGoz+681bpgqvgS9Amp2wu6zA5/X+yVIHhK7fgpLVkHuwfzQi7aF8sZSc3rLhJEWc0eaaUjfHC6Y1p/JY0Kv9juwd3bE3retOzmeNwghhGg25QqSH+5FS8/CdtOfwFWPlpgc5V4FUBVktN3ln1cbkPfoecYZUPxq8PYpDYvW+Oa5H7499HsVvQAZ08LvW6urh7x5UN9QC/zQ15DQ1bMdSIpF+RERU/UunZpal9/+/OMVQc/bub+Ib3afYIyjM/16ep44lZbXUFldT3am/7/3SJaX1TSNYQM6oZTyy7v3Fcmbh7ZOgnghhBBBqa/9c+AD0Wx2sLXi4+xgE1IrvzBqv9vCuMGoL/C8TugMHW82csG9dTgPOlwAaZNAa/jvtDmTVQM9OWjLfAP2UAF8j7+BJg//W1tJmWftA+888+KymoB58R99vo+tO410m915xYwe0pmjJyro2bUDm53HqHfpdMs1L9IUrdFwTdMY1CebXQeKLY+PG9YlvtemaCL5FyWEECK44vzQbdoKvTz48WN/Dn0NpaDeK4UooQt0ugm0FHM7e2fIODMyVWZ2Tjaq2bQFSjdvp57q/9mbImMGZExvWZ9ERJwo9sxn6NopjcQEIwxUCmrq/EfoyytrGwN4t807jnH0RCXrvzlKvcv4WfEdyZ91xgCiZcZpfZk+vpdfWtB3pg/gjPG9o/a+bZEE8UIIIQJSug41cTTx0nsE3UrJa6GvUbUeVMOIpS0DbOmgJUK3+8ztrNJzVHgVNPzPq7Kuy94avD+XLQN6PweDVjf9OvbO0O2P0OPhyPVNtEi1VypNRloSaSmehIwTRf7/zo9Z7Atl+qm9/BZpiqS01ETGj+jGnIuG4x50H9w3h6H9O7aolGU8kiBeCCFEYLVB/hNPMkZntTOviU1fQqn4PPRIvFv1Njj6R2MVVW+uUjh4g2fbe3XVjHPNbTNn+V833CDenuu/Ty+Ho/dD+YrwrhEttfs8rxP7Gl81OyT2a9p1+rwMmRdEqlciAqprPD+fyUl2sjp4Usuc+4r82ltVsgnF+5rRlJmRzHdnDGHaqT2ZOaVvTN6zrZEgXgghRGBBRuFtP/wzth/8HtspM2LYoSCOhTniq5RRVaXktYYJmsehriGnu+AP5rbetd81Dfp/CB2+Ax1vgrQp/tfOOMP6PbU0n+uOhXSLFJOSN+DwbVCzK7zPEg3eQXxSP8/rnn9p2nUSukaiNyIClFIcPVHBwaOeKjSZ6Uko5Wmzcbv5KVZVTX3ICa++UlMS6Nczduse9O2RyYSR3U+auvC+JIgXQggRWICReG3MmWiJyWg5baQShF4FtXvM+1JGQtYV/m1VJSj3Mu067Dkf9p4Hh35srKjqLfdW83ZiV+j+B8hdAFYT6BI6Q8/HjcWfPDuh11Pmdkn9IP30wJ/nQCs+3ahxel57B/FJ/Y0bmHCknmL9/RGtYt22o7z6zrfsO+Sp5d4tN50BvcxrG3z8xf7G176LK9ltWsgJqzdeNprEhJOnTntrOzlvXYQQQoTHeyS+xyBssxeCPQEtqQUTHSNJr4W6A7D/cvN+ey70ecV4XX8UKrxSVPxGuRuClYrP/K+fYJH2Ekr6VBjQsOKr3jCSaUuHtNOhsiG3PPMi/1Qeb6oOavMgKUYT9WoPQvVm48lD3QHP/mSHuV321VD5FbhOQIcLjc+af6fneO7tgAuy20iKlWDFujzWbfOvHtS5YxrdctP5bN3Bxn2bdxzjnNP6oBR+pRxv+/4paJrG0RMVvPrOt5bv5Z4oK2JDgnghhAhAKYX6fDGUHEObdgVah1ZahbQ1eY/EJ6WgpWa0Xl98ucpg/1VQb5G32/2Pntc9HoGdEzzbedeHd/2u94VuE4rNq/Rel19AYRdImwhJfaFmR/Bzj94HvZ9teR9CqT8BB642cvK1VGMSr5u9g7lt6mgY8BFg84y06+VQ/C/IuR6yZke/vyJsRaXVlgE80Dj5dNqpvVj5tSeQz8sv478f+f9suks3du2UzrUXDqOyup4uHdP4fOMhdu4vOukqw7QFEsQLIUQgB75BffWO8Vp3oV3YOtVDVFkh+tuPg82G7ZLb0NJil3NKfa3ndWst4BTI0d9aB/AAyYM9r7VESBoMtTut2wYS6YA0qR90u9eznRAiFakqRiu5Vn7pmRCsqow/bppF+UzNJ10i+3Ljj2hz9h4ssdw/uK9nQGKso7MpiLcK4NNTE03bXTt5bk5nTu7HjNP6nlT12dsKee4hhBABqK0rPa93xCigsqB/8i8o2A/5e1HLF8X0vVW9Z/EkLSEppu8dlKqH8mWBj9t8bnRsadbtWlPKMEgaGP330Sug7GOoD7Biras48LmRqIEvWo33RFZvp43xzNlITLQzYlDwtLErz3cEPR6PAXx1fR3rj+dRUluFy3dthDghI/FCCBGA8qnMomqrWycXfPcGTx92rIPv3By7967zGolvS0F83aHAxzr/zH910HBLT7rl/KDpfWoqLQH6/NsoaVkdYKEnvRpsTfiZU8rIaU/s7fkeHFpo1L5P7AN9XzMCc6WAeuMphct6tBYAe1bgY6LNKSyp5uDRMjplp/DZ2oOm6jIZaYmMGJhL19w0OueYb2rLK2t9LwUYk1/POa0POZltZA5MBL2440vWn8gz7ZvnmMykLv1bqUdNJ0G8EEIEUldj3i48At1a+Re87r+qYlSZ0mnaUBDvW4kGIHUC9PqHfwAP5rKJgfR9HQqfBy0ZOt3Y4i6GxZYEmbMDB/Gl/4PsK42g+9gjRh59lzsgeZB1+6P3QOk7kH4mpAyHE096jtUdMCrwdL0bjtxlbHf5ZeAgvuM8sGe35NOJGKqqruflJdtwuZTl8WsvHO6XFuN2uMD/Jjc7M5nvzRoW0T7GSnldNbUuFx1T0qnXXRyrLqdragdsDb8bXLruF8AD/NP5BV1SO9C/QzMmtLcCCeKFEMKCUgpKzMuNq+ICtNYO4mPNO4hPsA4AWoV3UJ460Qg4U8dZB/AAHW+Awqc9233+BcX/gdK3jO2kQZA8xDwhNlZSRwU+VvAHY+TclgXFDdV2jvwC+r3l31bpRgAPULHc+OOrag3s88r1z78HOpxv/d65t4XTe9FGbHQWBAzgAVKTA4d8F505kDc/9swZ6ZiVwnmn94tk92JmV8kx/rR5KQA90rI4XGncpI7I6c7CEWdyqLKY+9e/H/D8nSXHJIgXQoh4pVz16M/8AipLzQeqm7bwSbQoVz2aPUa/vuvbYDqNb0349CmQflrwc7KvNlZprVwNXe4xRqm7/MIoIekqhU4/jG6fg0n0uTHUkkB5fd/z7zFuVNxq91pfp3pz897fKie+Yyt+P0SzBFtdddYZA7DZAuet9+uZxenjeuDcV8R3pg0gNyc+50KU11U3BvBAYwAPsK3oCI9u/YTtxdbVegA6p2RwSm78VNmRIF4IIRoopVBr3kWtthjlBNQnr8LYs2Pbpzr/XFX95d8awXVlGdqpM9GmXIqmaai6Gig+Brk9IzfRrK3lxNflGzXhvXPcbWGUvUzoCL2eMO+zpRmLNrU2m8/3Nfd2OPZ/5n1Va0Jfp+BPzXt/l8/Nqj0XOt3UvGuJVlFTGzjN7rQx3XH06xjyGpNG92DS6B6R7FbM/fKrxUGPBwrgh2Z35baRZ2EP9CSvjZIgXgghGqgd6wIG8I1t9mxCGzAmRj0CtWWF/87CI57jX72L1n0Qqs8w9BfvgdITaOPPR5tusVJpc7S1nPiCP/pPUvWuxR6vutwJxx+HzIv9F1iyUrvfqDUPxoJXhc9CzbbmvXfNN57XnX8GWZcZk25F3PCewOrt/Kn9GD4wPlJDWmJv2XGKaiqNwYvAGUWW/jHte9HpVAzIv1IhhGig1rwbso3+4fPY5z8a/b4UHUXt2Yj67PXQbXd+jVr8V8/2ug9QQ8ZD596odR9AeQnalIvRUjsEuYrFdZVCHfKqrd4WRuKtVlVtD0F89tWQdaWR069XhW5fuc4TxBc9b873b1E/vu9ZxEnEDZvPAPLCa0/B5dJJCZIH31TlddU8sW0FpXVVXNB7BFO6DsQWw5+VwuoKCqrLqKirZVX+LsZ06kXfDh35z5717C497tf+4r6j+N/+LZzWpT9fFlinoD1x+lXR7nZUSRAvhBBuVWGUIawqQ9XVoEVx4SN1eBf6ovAnWKptq/z26W/9Fe20izxPFpKS0aY1cUGekmNwwpNnq/UcHKRxDASqcx5OOk08cD/Kt6VCjz/D4Z8GbltwP6RNgKQ+cOKp0NdOGW3U1vcedbfsgwTwbcWGgpfYXrSEHunj6Jo2hp4Zp9Ahqbtl24P5nt9dmgaJCTYSE0Knhiw9+C2fH93Dub2GMbnrgIDtdKX42ZdvNm6/vHMNlfV1nNsrutVr9pcVsvbYPjISU3hr30bTsW+K8wOe1yMti1l9RjGrjzFpPMFmY1X+7sbjAzrk8pNRZ5Ngswe6RFyQIF4IIdwsJq5qwyajjZqG/vpDnp1lhdDR+j/TZin7GCpWG5Ms6w6ib4vAiHdVGerTfzVuqu1fQRODeHV0v2ejY3e07C4t71dL1O6y3u+7gmh7kH5W6Db5v4HufwjexpYOWZcbZSoTe8L+a6DmW+u22Vc3vZ8iKkprD7O9aAkAhys2cLhiAzuLP2BW/0ex+fy867rii02em+1Jo8P73eQsPsp/9xprULy+Zz2ndekfcC6N0yKX/I29G5jStT8ZidGpIX+4opg/bPygWedO6NzXtH1pvzFkJaXSMy2bU3J7x+XiVFYkiBdCCDefVftssxeiDRzr3+yL/6HNilD1jvoCOPJz8/t264C+ZYhpn3bW90xBeZOVFaJv+hTbmODBof71h6gdX2ObfDHs9ap20tojVq5iOBhgkavkVn5CEA2aZpR4PP63wG2qN8Le7/jvT+gG3R+E6u2QOQvsXmlUaRMCB/G5P25Rl0XkbD3+H7995XX5fHnkMab0+Ilpf16+eWLyuKHh3WwvO7S98XVlfS0nairITbF+qvXBQev5FrtKjzO2U6+w3i9cR6tK+c26d5p1bpq9lImdllFS9RZbj1/J0I4Xk2BLJiMxhYv7jo5oP9uC+JqGK4QQUaLq68BV37itnXquKYDXhkzwtHWuQdVUAqBv+hT9vWdQxw82740P+ldH0ZLLILnOvG/MtOZd34ta9krw4xUlRg7+kd3ob/7FHLh3CF3dImqqtxsjyL5yfwJ9XjWqzLRHqeOad54tHVLHQs7V5gAejHr59s7+5yQNMtJ4RJtwsPwry/37y1azJv8fjdtKKZavNS9alJoSfD0HpRSfH93DpkLzqsd3r/0fXx71zx3/377NAau6PPXNCvaVnQj6flZ0paP7DJq4Pe/8osnXA1g44kwmdlrWuL3lxOt8W/i/Zl0rXshIvBBCgHnUGbCd4TPhybcyS0UpqrKsMTBWx/KwX/+7pr1n3RGo3Wl9LKMKahr+M+5UirZnJrZzM9CXdgEVZPzFnmC6GWmS8iLTpvKaLGYb2fKbiGZR9XD4x1BvEUR0nBvz7sRUc4P41FMDH7NnwYD3oGYXHPC6McqIbenU1lLrqsCmJVBZf5ydxR8xNOdC0hMtbmqi6FD516w49CBjcr/P8E6z/Y7X69W4VJ3FmYbdJR+Tk9yPvplTWb3rXUrrk4GeAGGtsPpFwV5e3PGl5bHnd3zB5sJD3DxsKgCPbV3O1iJz/flzew3jo4OepzlPf7uK30+42DJF5ZuiI6w8sosh2V2Y0LkfABX1NfzfxqVUuWrplZ7DxX09i52V1dWw1/KmQDEyaxdjOqUzOPsyuqT1xa7ZOFBeyNbCIziyu+Byfe131vGq7RbXaj8kiBdCnNRUfR1q60qjBnwwCT4TWXUXFHkFlifMo1phORSkRnmCZ5TKPnkn6KAllaCdfQoknAe2BGPSqk9VBm36lUHTblRRPlpON+uDvsH/Aa+0i/TMwH2Nptq91gH8yarL3VDw+8DHbdnQ6Zbg19ASIWUYdH8IjtxhjMxnN3HScxw6UbWTZXm/xeW1kNaOovc4v+/D5KT0DXJm5FTUHWPFoQcB2HT8FXpkjCM7uQ9KKY4cq6BDehL7qzypJBmJXblowONsKHiZ7UWeUeV1Bc+yruBZAHJHQuH2y8m2j6JbbuhKTYECeLevjx8AoLS2yi+AB5jYuZ8piD9RU8GOkgIc2V0b9+lKsXjfJj48aEykXn8ij0W7/YPsA+WFPL7Nv+JUiq2CARlbsWsupnY/j1pXGbtLtnKoHA6Vf8W4ztcztOOF9MnoSJ+Mjrj0Wl7f+ZzfdfIrN1NSc5Cs5Mim/LQVEsQLIdoldXQ/+lfvoPUYhG38edZtDjrRly+CggOhL5jkE8TX16F8R66VCn/ClKvcvOqoD82mG+WOO/UAPP/52bolQldjlIyhp6K23YGW9Cmq1o6+9zq0fiODlknWn78beg7GftWd/gdrq61PsidEdiJvU9Q4rfcndLXe395lXwHJQ+HwbeAq8j/e50VjYatwdDgX0qeBluypjNOO7Sr52BTAu206/ipn9vpVTPrwSd59pu1D5WvJTu7DqvWHWLs1H81eTdfx/2ksEtQ/8wwAxnWZg8KFs8i6DG7Hof8F/su/nTCi02UMyppJWmInv3a6Cq+Ieo2rnh0lBX77bxk2jR7pWWQnpVJc6ymF+l7eVlMQv6ZgX2MA3xwjsr6iQ6Kx2uq3hS/5Hd9w7EWyknvTPd1Ys+NI5aaA13pv3+1cNugFkuztoBStDwnihRDtilI66st3UF+8bWzvWo/qMwytSx9zu/x96P952G8yK2C9UFJn81Lc+r/u929TWwXJ1vnZqvQEHMuDviPQEhJDL8yTWoftwkK0pFLwjjvqGkb8a3bB/svRGrJ8tCQXtpGH0XIsgtuszka5SLdDO1FlRWgdcvz7b0EbPB4tpZX+A6y2+D7Zc40SjCeDznfAsYbKSN0afuZSR8HAT+HA9VDtFbx0WuCpHR+ukyQPXlf17Cn5xPLYkYoNMenDruKllNeZnyptPr6InOQBrN1aD2gkZ+9B04zfSWkJnRne6dLGtqNzrwkYxHvbduINtp14g2sc/pNjq13mNJ3rBk+iR3oWm04c4v08z7+12z73X5/igt4jGJdr/B68fdTZPLv9c/IqjBvJ7cVHqXHVk2w3wspNhf5zhNK91pmoaFhEbkCHXNISPDn8OlBRV9YYwAez/OADgHHTUlprfmLQP/Ms9pZ+2ri9o+h9RuZaP21SSmdn8UfsL13F8E6X0jMjSDpaGyNBvBCiXVEbljUG8G76O3/HPs9Tik+VnrAOwhtoY/zzgzXHBNR7wRfU0Rf/zXKEW9VWob/0G2OkOyEJ24LH0Ar/GfRatuEN/wn6DhzWNOTQF/jXkdfqPgT1e+jaH9wT1Dp0hJQMcxAPRv67TxCvAtXJb61UGjAWNTKxwcCPW6UrrSLrMmPEXUuEDheYj2XOMgfx7X2OQAvsKl4a9Pjm44sYnWtdYtOl6vjkwG+pcZUxvutNdEsfZdmusHo3x6q2k53cl7X5T1NW51lZOTWhI1UB1jn47NAf6H4aHN9yHR16edZ86JQ0GpvXyrkJtmSmdf81K488EPSzuH20/1ec29dcgrS4xnOjnpOUyvBsO2mJyfTvMAYNeC8v8ODCJf08K1V3S8vi16dcwA9XelL3bvv8dX419nx6Z+Sw/rhnsu30boO4dvDEsPoMsOX462xtwlzZbSfeMG3npjg4pcv1piB+y4nX6JDUnb6ZpwOwp2Q5h8rXMazjbD4/8igVdcZThxWHHmRqj5/Tu8Ok8DvQiiSIF0K0K2q/xX9CXpUVVGUp+rN3BL2G5juJFdA0G3TpEzz1JtAI975tnlSV+lrU52+idbWuPhGSqxBcpVDln18KwM7x2M64G/31fYDCdva16Js+9W9XVgjdPYu7KF0PWL1G6zuieX2NBJfPSoxJA1unH63Flgy5AeZO1Pt8b7TgVUlOZr4j2JcPfon/7ryucXvbiTcY3vESEmzmmudV9cUs3n1T4/anB3/H8I6Xkp3cl5yUfmQmGRNKK+qO8+F+ixS1xusEWKjMS+4oc9pIhhru12bD+gxOFF9Bp2H+o+y+TlTvpLK+kDSv9KrDlcWNr/tn7OGD/Z4gfFL3B3nPq9BNt5T9pNnLOFA5mJuHzQz5fgCv7lrD/nLzZ72gt//vD6UUuqrDbjP/rq2qL2bricCfbXrPO1l39FkqfX/2G2Qn92NmX+Mm59w+f+CjA540qc+PPIpdS6RDUne+yn8CsK4CVOMqC/j+bY0E8UKI9qXU4j9Lr9rHat2Hwc+3B/61qA06BRUqf7663G+EG5/VXbWc/zNt63u6oHUpgdRaNHsYOau1+4Me1ip/j23eR1BXi9a5F9rOr/3y5FVZIabs/XzrZckBaM0gXvdJ8ZEFiTzSJ0Nhw9OhpMCrbZ5M6vUaDpavxa4lYNMS6JY+BruWiK48k7Yndr2FRFsqp3aZx9cFnidiFXXHTRMglVJ8sO8Xfu/xTaGxCnKiLY3z+v4fhyu+Zn3BCxH/LMn1/pVmdu4vAvpTU9KH5KwD1FV0Qa/qTXKu9U390v13Nwa8p3T5AWV1xk1wRkIxmQnmCa5fHbmTqV0mksAa0/4kezWjGp7yqIacevfcn8ld+vNFged3h28An2xPIDvZnLJV66rgo/13Ue0qYXzXm+iXObXx2Ilqc7Wu7uljOVKxEYDB2efRM+NUeqSfwubj/278e/DWP3N64+uOKYP8jq88/Ce/fb4GZsVPpSYJ4oUQ7YY6vNu6SkxGtnG8KB+1LsQKgAn+o/Bu2rhzUId2wf6tgc+vq0UVHEDt3oA29DQjR113ma+TZN5WB3JR3/SGtGrsZ4fIlQfImxOyiZbZwZPvnGVRQq/M+M9WX78UtepNyMq1vI7t2t+03uqGSoGq8Wzn3gZZl7ROX9qilLHQ8WYjxarzT1q7N1G1p+RTSmoOMrzTJST71r73sqHgRXaVeFJnkuwd+E6/R0wj4X0bgsYhORew7cQbVLuM/OtD5Wsbg3ilFMsPPkC1qzjge9Xplbyzd2GTPke3tNGM6fxTdpYUkGxbz7eFiyzbFe28mIr+9ZyorqBjchqapqHrCk0DpTQKv70GLaES5UrmYLc8uqWVoKHTLf0Ceqau5GilUTLXe8R6fcHz1KrpJGgdGN/R4ukc+AXwAN1S8iiq3k1FXQGrj/ylcX+nlMFcOeAuOqdm8L/9Wyyvd9uIs7D5TJreX7qqMdXoiyN/pUf6uMZJp1V15puAyd1vw64lYdeSGn8PaZrGmM7fY0zn71Fcc4CP9v8Kl6rBkTOLITmelDNN0xjR8btsK3zTsm9WZvX/q/HUNU5IEC+EaDf0Nx6xPtBQOlH/1Po/TG/aKYEfG2vJadgvux0AVVwASqHldMX10r3QsNiTvsgr937rKuw3/QlV753YbjHSXt+wqFJlsv+x5sq/B3o8bLxOz/I7rMoKjcWdljd8T06YJ4bZrr8fEpLQAgT3MaFq8Xy/EqDjvNbrS1ukaZD7o9buRdTlV2zhq/wnAdhe9D+6pY3htO4LSE3wmdOhlCmAB6h1lbF4t2el3xR7Ngk2z7+zet1TkWnT8X/RPf0UclL6crRyC/mV5rUjmiPZnkVNw03C4OzzGNv5B9y3/j0KqspwZHXlpoGv8traP5Pe3TOSXl+VQ/WJobxVv4WiY0W4bC7+OHE2x47U4F1cRtUbk+grUmrZXW7k6e8qP0yv1EQGBbjPSdJWMLUZZfE3H19Evk8FmBPVO3l7zzxmD/g7G44fbJzk6vbTUecwyGIA4UCZeTGnZXn3MjDrHJxF75om/o7OvTroDRtAdnIfrhwSeBG7kblXcrRyK8erdwS9TlpCLr07TCIzqUfQdm2NBPFCiHZB6TrU1VgfLMpHVZb61VQ3SUxGGzIebcIFgdt40bK9ljYPtFprWaHx+LnOK4jvbF4iXZWlQLU7l1lD35+LrW+QfvpKnWiUCizwmexW7pn8qXXo6H/rsP8b9H/81PqafUeidWql/8yUC4r/BWiQ4XVDdZJUURH+dvsE5vmVm1i8+2auHvK66SnRvtKVIa/VKXWwaTstsTOltZ5/v1/mP0aXtBHsKHrP1G5StwXkpg7hQNkX7CleRkW9z0TxBn06TGFK9x9Tr1eTaE9DKcWBss+xa0n0zBjPgfIiCqqMnGtnyVGOlJRSun8GVSeG0qG7kwO1WWTsH2/0taQjnUqMfPaHi1eSW+R/Q12VXAU+D8oOVvVmUIcAc2YsaNhQWK+e6uYbwHvbeOxVruw/ja+PLade5ZCVfB4X9R1r+QTvcPkGCqrMTxuLa/ab0prcrNJhmsqm2ZnZ9/cUVH7Lsrzf+BxL5IJ+fyIjsRs2zR7gCm2bBPFCiLildBcUH4OcLqbJqwDakAmoHWs9bXesg+oKc5tTZqJNuhAtNYMWSUiCev/604Cx3yvf3DbUnO6jfzYc7/+F1ZY+6IkzsU2/DfKuh5rgI0hknG1UMEnqCwdvMh9TdcZkxz7D/MtMBignaXyeVpogqdfAnpmgN9zoHHvYq09drM8R7ZJSikPl69hW+AaF1bst27y+83vM6PMAHwWZUOprWM7Fpu1Tu8zj04OelZaLa/ZTXGOeczKy05UMyDqz4fVljOx0GeuOPsvOYs/8msykngzveCl9M6eiaTYS7cYouaZpjRVRAJYcMI/u7ys0Rq/ryntx4GAOxzoVYPXbyCqAL0sv40S21YRZjZ1loxncIfSThOEdL6VTymBWHn7I71j/zDPYW+q/EJOv/WUr2V9m3EAlAClaKTDWsu36Yy+EvJ5bl9TQq8+Gfa20YVw5+F/sKf2UdUefQUNjRp/7GycmxysJ4oUQcUkphb74Mdi3xai9PugU03FtxhxzEL/iP6ZAW5s4C9vU70akL7YLb0Ff/DfLY/oLv27MP9eGHkLL8g2eNUjPhopiz3aSwxh57vUslC+HtElGXfnDFiPnCV2MtIq0CaClgar0HNv/Pej7LzR7IrZr7oaC/2fvrMPbuNK+fc+IJTOzY8fJhBnbtE25KTPT7rbb7cK7zPsu0/stM7S72+1umZm5TdukYZzESRwnsWNmi2e+P0ayJEsyJHZsJ+e+Ll+2zpwZnWONZn7znAf2oz3+m/hj9B+RbYys3h0PRwR8f2xHb5UTTAyaeneytuHvdPgODNhP0wNJBXy2fQpWU0pcDvhc57SY1wWu2Zxa/I2+KqqJmJ51cVzbovzbmJNzHZ2+OrLtVUOKG9F0jS2tEbc1SZPYui6SDz1oCuCz+PFYPdh99kSH6KM1vZWm7GYW55Zz69RlBHSNu3e+13f8OncFGdYm7HIvOzoXkWZpY1ra+phjrCz5Tl+xpPm5t1LX8xEzs68g3zkrNN5gQhG/tODTVKSt5MFdVyccW4tnN3s6XqUqI9Y1cUfrU3T1y+eejFOKvhaXueZoMckWpmScw5SMc0b0uGPJxPHeFwgEgmjqqg0BD7B/G/pr/+nbJC27OL44UX9Lee7IleGWKudCWnx1RKBPwJPWi1x1OGaT3mjkX5dmnxq7jyvD+G1Kg/SLwZIPrpWQcV388V2RzA4UfD92m2837F4MwS4kZyrSpFlDmk/SVYXRxrMj+ba8Y1NRUzB26LrO9pYnePXA/w4q4AfjzNIfcGrx18m2G+4z2fYqrp36UMK+RsaTxAV+8pwzY3zoo7GaXOQ4pgw58PvRfbEPFCk9sTZ3r9ULEtQWDT73aZOz+Nsp13PbtJMxyybsJgufnbmSayqNeejIbOtYxrq2M/j6vOs47ClnY9vJfT71k9Iu7RPwANOyLuCM0u/1CXgwXFEurIg1Tiwt+DSV6acjSRJ5zuRZq8IZZcJoepCNTbG+61n2ySzKuw1TqGJdiiWfPMdMzi77MSWpiwf9HwiEJV4gEExQ9F39iwBFkIqMNGrSjJPQt69O3Kdy3sgOKD0XOpNXKJHSe+PatLUh63Ioe04f9gRVXyUZcr8EXa9CMOQW4zoFoq1VqecYlvuuWH9eWv4MeV83DnPSpeirnxx4LiP9vxkqepKYhoqXwBQfnCs4PtjT8TprDv9lwD4ZtknMybmWdm8tOY6pvH7g+0n7Xj3lPkyy4RJ2dtmP8Qa7sJsHPn9OKvo8L+3/Rp+lOMWST3naCmZmXTG8ySQhqGm8dkg1Xujg8Diw+2IfDjpTjVUoXdZpn3mYayoWsvHDNhqaYq8dM09O4czKWN/+MGcUK8zLLsFqMpMSldr2/5ZcypP7N+PV8ilxmliSf1nC/fuTai3knLKfcqD7Q2ZkXdaXRQZgWcFneXrvnQn3iw5QbfPsS1hs64yS72IxOZmSee6QxiKIR4h4gUAwIdHbDiffmG34OUonXZpcxCco6HRU+DwDb5diQ0v1xjTQQynTXOkxgaeSNYk7i2SB0n8YQaumDEhNcPOzT48X8e0PQNYnwJyDlFuaKD9OBFc60rShV1ccMbpfh+7X4tttM4yVCMFxia7rbGy8N+G2NGsJ+c6Z2E3pVKSvxGXJpTjFsDQXOOfEZI9ZmPdxGnu3Myfn2hg3DEmSBxXwABbZwYUVvzvK2cSj6zp1jd2s6wj52etQWVuBJRgbd9Lj6CFo0rDKJs4pmc5F5XMAME+38VzT3r5+gUwP51YtGvA9s/qvQgIZNie3Tl0GLBv2HLIdU+ICggFclhzOKP0eeztep8i1kGx7Fc/s+yxgxBY8oF7FJZV/5ZXa7xDUY1f3lhV8ri9uQHDkCBEvEAgmJgOJ5nCgampW4u3yKGQiaG8cYKOOPCe2SJTui7r8DlIcKgZr2cCpFlPPhaYEqTb3ngVTN8KkWcbP/m1Ii1chzT4NrDa0V/+DZDIjnX0LkmwygmJb7oKu5yD/+4bP/WiheRL7+4MIaD3O6fLX49N64tpnZl/B7OxrkrqqnFbyLep7NuI0Z5FprwCIyRE+XnhtXQ2btxkrdCX2ElozWuMEPMCsqhy+Nf8UTP1ylE+dlMlzb0deF9rG14pUvnNWnwuOrutk2SfHBCI/tfdTcftMyTiXivRT49oFw0eIeIFAMDHxDpBdJVR1NZkAkE69asSHI805DX3tC4k35iYI1uwMWdslCVL7+dMfTXpHcx6U/A0O3hG/TdeQTGZMl38RXdOQ5IhgMF3UL99453ORaqAHb4fK18Gc5KFoKHS9CoFmo1hTv9L2BAZ4ALIldhsQTFx0XWd765Ps63ijr+hPmAzbJE4p+gop1oFXX2TJ1GeVH48ENY3HqjdwcFtk3cvlceI6nNj6fMHsaXECHoxrWFaGndZ2w2gxd9L4XZWSJIkl+Xfy4v6vDNivIMoXX3B0iMBWgUAwMRkgRWKMeE9UgdV+lCklE73n4vOhfBaUKMj9BLHkTODrPe1LkF2EdPJlSI4U5Is/A0VVSGfdfPQpL51Lofyx+HZ/VGYMeZDLf0e/Koee5HmiB6XlLqj/CjT9HBq+B4e/B7vmRX7csVkzcJ0W+du5/MjfVzAuOdTzEZub748T8FXpZxt5uwcR8BOBx/ZtYN2uhsE7AmWFqVgtyVcHLzptMvnZTqrKMphZNYbF14ZApr2cZQWfTbo9zVpMsWtgdyDB0BGWeIFAMDFJ4k4jnX59zGv50s+hPRrrXiJVzhnx4Uj2qGquvf0s71o/wVx6L7JjDkw7M7J/1QJM/dJkHhW2yYb7TO3N4An5DtdcClOTBwTHYCmO7AcQ7EjeV/OAdyfYZxp++wC9H0HDD8DfL9NG10vx+zd8P/K3YzEU/NhYBTDng2P+0MYrmBDousY7h+JzkgNUZRw/AY5rGvdT1FI2pL6zpw5cQjU7w8ENF84YiWEdEyrST6MoZQGPV8e6/Z1Z+n1yHNOGnM1HMDhCxAsEggmHrusxIl7+7B9BNoPJhNR/STqvPOalfMnn4tNPjjCSMw2yCqE1ZGl0RT1wOJeCY+QfIpLiXBYlxgPQ9h/IvGnw/fpXpNS6kvet+wL0fgD2WVD6H0CHg7cd4XgXgikVcr98ZPsLxiWaHqTdu58drU8l3H7p5LtwmDOO7aBGEE3X2dfVTK49hUM9Hfi7B+6fn+1k8exCJGBKeebAnScgNlMqSuaFqG3PAjAr+6oBU1IKjgwh4gUCwcQj4AM9VCbcZE6ezQWQ7C6kBWejb3gNad7pSJPnje7YNB8EW5Aq56K31gM6clXUsnrKMS40kn5FxLcdjKBXOdXwTR8I377Y18EkIj7QbAh4AM9W6Hkb3EO09ici6/bB+wgmFL5gD+8c+gWN7m1x2yalncKS/E+NeGGfkUbXdQK6hiUUFO/zB3ln3UEsZpmT5hfzr13vs3tvO0E5iC5rlB+OtcJ/8rrZbN7ezJoth8nNdHDRysmkpQwQwH4cMDPrMtyBVqyyixnZQ0tpKRgeQsQLBBMcvasN/d3HIC0L6aTLjvlSpa5psHcjZOQj5YxuCWtd09Ce+j3s2xJpdA2erUFeeS36iiuQzPFZIUYUzQ01l0OgHmnm19EPlENgS2wf08j74w9IovSMDd838skX/jw+yBTAvQGC/XLe97fEB1qh8adGusto6j5/5GO1zwNpFDIHCcaEoObn9YM/oNmtJtx+bvn/IyuUWWY8U93RxN3qe7R5eylLyWJhTin2hlQ2qcZqldfmpWZvNwXtiX35V51SQYrVxknzilk8qwCzST4hXEps5jROLvriWA/juEaIeIFggqO//Qi6+qHxwmRBWnbR0PYLBuBQNWTmI/VPcTic93//SfQPnwOzFfn674yqkNfVNbECHgy3lSEw6gIeoONRCBguNFLL/yFf+xHsPYV+SeBHfxxDoedN2HcRVL5sZMiJpvO5+P7BttjXTb+IF/DDwbUCMq6HQ1FBwMKF5rhA04PIkond7S8lFfDR7jO6rvPO4Wpqulq5sGxWwjznR4In6Kc34CPLduTH03SN3215nZTWdPIDKbibdd4+cICctkiA6Zb17WSTpGIzUF6U1ve3xSweUgUjhxDxAsEERvd5IgIe0Fc/iebthZwS5JknD7iv9vhv4MBOkE3IF38GqXLgtF+6roEen9VE3/qu8UfAh/bU7zF94v+ObDJDoXZ7XJNUOm303m846IG4/OySyQx6vyw6jjHIzJD1yViXmjDBJkOIp54d294vawgAXS9C7tciaSa7kqTTTIZ9bmyGG/tccJ1kuM/0vAPZd4Bj9vCOKRhzgpqPA90f0uxWKUlZyhsHfwjA9KxLONS9LuE+83NvjvF//6i5lvuq1wKwr6uZ7y284KjH1eFz87UPnwDgorLZXFh+ZOfW7o4mnO2p5LYdWVYYp92M034MDAiCExIh4gWCiUzNlrgmfd3Lxm9XOpQoRu5yqx1p/ll9AlyvqzYEPIAWRNv6LqYkIl5vOohevQ79/acBkK/8KlJZlHD2RBVq6WhG1/VRWSrW/T70be/FtUsjmdHlaOh+K75ND8a+zvuOEbR5rMm8Gbw7DLHcn66XYkW8rkNv/P/Z6PucERQbTJD3Phk5XwLnAiPote1BaP0H5HwG0kIrRjmfMX4EE5Kdbc+wuflBAHa3RzIP9Q9gNUkWZmVfhZJ5QYz/u67r3L0zcr7V9Xawtmk/i3NjA9KHSlDT2NPZxK+2RKr/PlO7hZlZhVSkDk+IH+hu49dbXkNpmXpEYwE4bXHpEe8rEAyGEPECwQREDwagrhq9pS5pH+35u6BUgd2GNUxKz0UvrgKLHe3tR2I7J6g2qru70Xd+iP7G/bHHffQXyDd8Fyk/dJPNLobG/ZEO1ethyigUYanbHd+WmoWUOU5ySrsTWB0bfhz72jVGOc9NKVD8B+h5H+q+DHpvZJtvf2zf5gFKz7s3QyYDF2eKxjIJsm6OvM681vgRHBdoerBPwA/GBRW/w2WJT6XY4I4PmL5753sszClFTlD8KBl1Pe28VV/Nm/W7Em5f27R/yCI+oAW5Z9cHrG3aP3jnJGSk2bjsjClkpieIOREIRggh4gWCCYj+wt3ou9YO3MnT3SfgAbRX74X++cvDNB9E17W+9Iy6rqHd90PobEnYXXvpn5hu/oHxIuiPHdvudUijIOL1nvg85dLicVRmvf3++LbOJ2JfS8mz6BwTXMthymojcPXAx4w2327D+i5JoPVA2z2x+5TdD7Wh3PvhVJVDtcQ75o3EqAXjlNX1AzzwReEy5+JIUu23zdubsP1wbydFrgyCmkZtTyvlKVlJRb0n4OfHG14kGM5YlYDXDqmkWx08vm8jAHaTmVx7Kg6zhRurlpDvjPitv1G3i7VN+zEFTFj9w4thSUuxkpvp5KKVk5Hl4z94VTC2CBEvEEwwdJ97cAGfiGQCPkzADxYbuq6j/e5ToAWT921vRO9sBmc6BAKx2xyj5C7Sf/zONKTZp47Oe40WY+FKkwhbvzgC91pwLolPK2mbavxITsN6H2gA/2HQ2iN9rFOh8MdgnQJdzxtFnrpeAMlmpLcUHJdsbn6QA13vJ9y2KO82qjtepd1bQ7FrIXNzb0Dul3VoX2czP9/0ctLjv1anckHZLL699mk0XafYmcE35p2D1RQrWwJakM+//0iSo8QSFvAAnmCAAz1GsPZ31z3LDxZeSIEzjdruVh7dt4HU7hSKGovijrF4VgEuh4U31x6I2+Z0mrjtimNYA0JwwiNEvEAwgdDd3Wj//OboHDzgA4sNmg8NLOBDfbW7v2640nj6LYf3tI/O+Hpj30e+5YdG4OhEIfXCSDXTsUbqt8R/+HtQ+YJhiY8m8+MgmY2A095QAHXvh8Sk27GHhD5A2gXGT/7/Apqxr2BC0+7dT1PvTnxaD/s63qTLX0+uYzpN7h0x/cpTV5Blr6Ii/VRsplSmZCavvnqopz2hgDdLMoGQNf3dw3t49/CeyD697Xxu9cP8ZPHFqO0NzM0uJsVi5+366qTv839LLuXra54c0jz/u3sNX55zJn/a9hbokN0Wn21m0cx8TllYQjCoYbWYqPO2sXFDC2bNOM9nTR648qpAMNKIK6xAMIHQt7wNSZafjxq/DxwYYn6otByKa9K729F1HX3LW9DdYRRYilqqPmKiLPHSWTchjZbF/0jQ/RiX00Di7XKqYa0eL0gSZN8JLX8xXgfqDReZQL80kilnGL/tc6JE/Ptgmx7pI2ckOL4MDN2fWTC+8Aa7aHFXk2LJ44War8Rt7y/gS1OXc1LR0OsDqO0NCds/P+v0mIDURHx7rRFgz2743MyVPLQ3Nhblk9NWMCurCFvoAf97C87nB+ufH3RMuzsb2d5eT7vPTVp3KjZ/fCGmZXMNy7zJJDNrSg6zyKHUmcUbaw4wqTiNk+ePbp0MgaA/QsQLBBMIvXrDqB1be+Ve5IvuRE/iBz9k6qrRHvkFHDTyQ+uH9yKffDlk5g1YWTUResCPZLagtzWgb1/d1y6lJs/JfMxxb4Cm39En4M0FUPAjOBhVeXTy22MytAHJ+mRExIORvebwNyKv06+AcBYR52Jovcv4u/t1I91kGNPgxbYEE4eA5uWV/d+mK1Ga0QSkWUtYUfSlYb1Hmy/eEHFJ+VymZuRzUn4lqxv2Duk4f9j2ZszrElcGC3NjK6UWuTL40aKL+O2W1yl0pnFD1RJavD2sbdpPqsXO+uZa6nqNeJvfbzWOZ/dGrlNlhamcPL+YghxXwqxb0yuzmVaRdUIUbxKMP4SIFwgmCHrzITic5OaWmY+0eBX6y/ck3CxNXYS+66OB32D/VsNVp5/vuXT+J6GuGtJz0N99HIJJrM3RHIwq8FKzFa1mK7gykG/5IQR8SCkDF5fSdR3t6T9CzVakxeejf/RibIfseF/VMSHQBAc/GbLEh0hdZYje/O9D+8OQeUN8MaXxgCSBtRJ8oXPq4B2x2y1RYijah17vt1IjRPwR4dfcmCRrnK94Mlrcu9nYfB95jpk4zJlUt7/M8sLPkW4b2RSGu9tfHLKAB1g16RfDOv4bdbt4+WDEkn9B6Swmp+cwPaMAgIvL57C1tY5Ov2dYxwX4xrzELjx5jlR+uuSSvtdZdhdT0vMA8GmBPhEfxhSMfCazqnIozB24yrIQ8IKxYkREvKIoJuBO4BZgOmAC9gIPAr9QVdXTr/8i4HvAYiAF2Ab8TlXVBOkdQFGUqcAPgBVANlAN3AX8SVXV5OHoAsEEQO9qBXc35JYOeDPQq9cn3SbllSHNPBm62qC3A71mG3QYJcElZTHyBZ8yUka+/XDCXOt99Bfws05BnrYUpi0FILj5bWg7PIzZRdHTjvbn/wHZhHT2LUmLUenBgGHJrzN8XfUPno7tkJ6HlDZOLPH134wV8ADWkKhKv9T4Gc/4BrB4pkYJIlMayCmgdcf3EyJ+2DS7d/NK7bcAmJ97K9OyEhc30vQAHd5DmGUbL4f6N/Zu69v+fM2XYiqfHg2aHmRn69Nsak54G+4j2z6FFs9uzJKdc8t/jjyMuIduv4cH90SMCSZJ5tzSGX2uLwCZNic/XHQh3X4fOXYXbd5esuwu6nraB3SL+dmSS7DIw6+GOiuzKOahAsAWjGSkcTnHSYVlgSABRy3iQwL+KeACoBv4APADy4AfAhcoinKGqqq9of5nA89hOEy+BfQCZwL3KYoyU1XVb/c7/lzgbSANeA9YC5wO/B5YCtx4tHMQCMYKvb0J7Z5vG4Gkkoz8sZ8gZeQl7rt3U8J2ALKKkCQZafnFRl9PL9qLd0PQj7TyOgAkRwosPDdWxDvTBs5ak9ovLdxIlEPXgugv/ROSVZTdt6VPwCdCvmJ4S/ejRqAJ3AlWN6wVx34sR4q1CnxJ/teWgtjX5iLwJcjBLQsRPxz2tL/Gmoa/9r3e0HQPG5ruIdNWQYZtEvU96ylJWcKi/Nt5tfa7tHgS1EeI4sk9t3Pp5Luwyk5MspVWzz7ePvRz3IFWZmRdxpyc62jz7qXb30hJypKklv8PD/+Jms4ExcAAk2RjZcm3afPupSJtJRbZAUjDtkA/f2BbzOsVBZNjBHwYh9mKw2yI56zQNafIlcFfV1yHDvT4vTxRs5FUq53FueUUOtIxycOPwWhs7WX7hk5Ot82hK7udj5prMSNj80T84TNS433jBYLxwkhY4m/DEPCbgfNVVT0EoChKDvA0sBz4X+CbiqI4gP+G9jtbVdU3Qn0nA28C31IU5XFVVdeF2iXgXgwBf5Oqqv8NtecCrwI3KIryhKqqj43APASCY47+4TORTDC6hvbPbyJ/4a6+yqoAut+L/tFLcDiS/k++49foW99Ff+9xoxrr7FNijivZnZgu/Z/4N8wugqoFRkEmQDr5cvRX7kk+QEvsDUzKK0ev35O4b/kM2L89+bH6oe/djFQZn45Nbz6YdB/prJuQMsZBBgg9AHvPTrzNPu+YDuWoyPk01CV4KMr/fnybbXJiEW8eB5/HBKHNs581DX9LvM27jzav8R2v7ngFpyVnUAEf5sk9t2MzpXJy0Zd5/cD3+9q3tz7B9tbYWgVXTfkvZjn2e93jb04o4GVMZDmqWFnybSyygzzn9Lg+Q8UXDPBWVME2p9nCdZMXDesYkiQhAalWOzdPXXbEYwHDZe+Rl1S8vtD1d4+dP914LTv2tvDKXqPIk0mWcDnGSUYpgSABIyHibw39/kJYwAOoqtqsKMqdwEbgWuCbwE1AHnBPWMCH+u5RFOXrwH3A/2C45QCcDcwB3gwL+FD/ptCx3wv1FyJeMCHRPQkyzTQdgPxIyXH9nUfRN74e2Z6Wg+RKh8WrkEqmQlr2oD7mYSRJQj7vE+gf5Bnif8ZypKLJaP/+38T9+1VDlU66BFxpYDIjzTwZfd3Lho/7iivAbEX7zW1DGgeA9uTvkK/6KlJpxN9ar92BvvrJxGM5+TLkOSuHfPxRxbMlcXved8an/3syUs6A8kdh/5Wx7WmXxPdNXWXkf4/pd5nhVy8YEoag1gftB7C5+YFhHdsb7IoR8Ml4+9D/cUbpd2Paqtvj0z1eUfUvzLJ9WO4yYdY27efune+RbXPR4u2J255pc/KTRRePiS95IKixfnsD766Pz6y1Y28L67dHqhFnpttFwSbBuGYkRHwzsBNYk2Bb2GwTjkI7L/T7yQR9nwWCQHQJxqT9VVVdrShKI7BCUZRUVVXjazcLBOMcKS077paub34L6exIqfoYAQ+QW2LsK8tQPGX472m1I516VaQhuwhp1e3oL9wVaZNNUFQF/SzlkiMFadlFkdenxIo/6eTLjdWBMCmZ0N0vbWEU2mO/Rv7cn5FMZsMX/uV/xXZIyQSbA3n5JUhTh2e1G5Ce98C9ETKuAnNi96UBcW+MbzPnQ9rFRzuyY4+tCjJvgbZ/G69L/pb4QcS5OOIXb86HSc9EstcIBsUX7KG2KzYexWZKxxuMr0SciLNKf0iuczoBzYuERED38nj1x4c9jqbe7Wh6gE5fHT3+JlItBTFW+CLXQk4r+cYAR0hMm7eXN+p20elz836jsaKQSMADLMurOCL3l6MlqGnc9chm3N7EwfmvrN4f8/qilZOPxbAEgiPmqEW8qqoXDbB5ceh3eH18Zuj31gTH6VQUpQ4oVRQlX1XVhoH6h3fDsOzPAD4c1sAFglFE93vRHv8tHNoF+eXIl3wuobVcb4qv+qdveQuiRHx/RiOoU1KWIFntYLFC6XQjV7zZOmxLmTT/DMPdZu8mpFOvRpp/JuzZgPbsXxPvoAWhtxNt05tGBpp+RabkCz+FVFR1ZJPS/dD+IATbwLkcfLVgKTLcPw59xujTehdUvQfyMHz99QC03RffXvrPiStqc78I2Z8EJJCdifvIDij8f4Y1Pv3KiTvXMUDXdR6rvrXvtSxZuHrKfwGJRvd2unz17G5/EV3X8GtuegPNMfsvzPs4uSFXlrArjAkrl1T+laf2fmpYY9EI8lj1xwlo7oTblxTckbB9MO6rXsOW1rpB++XZU7igbNYRvcfRoOs6DS29SQV8ItJThD+8YHwzaikmQ/7sPwq9DLu7FIZ+J8tfVQ+UAvlAwxD7E+o/2HhuJeL6MxjzhthPIOhD13WjWqkrA/2DZw0BD9CwH+2FuzFd9dXY/s2HYlMxRm/r7UJyJilmlD/ygZOSLMPkeZEGy5HdvCSrI94Xf+pipLM9yX3vu9vR1zyXeJvFnrh9KLT8PZLbvPWfyft1vgAZoRUFzQetdxvFijJvBTnB+3e9CsFYkUXBT8EywQu9DOVBxnWS8SMYFk/siXUzy7FPQZIMS3S+cyb5zplUZZwFwNqGu2LcW5zmbKoyzkl4XKclm+uUR6jr2cBbB38KQJ5zJjOzLifTNomtLY9ilu3MzrmGdw79P+p6jFiYZAJ+Xu6NOMxDc82LZk9n05AE/AVls1hVOvOIssgcKd29PvYd6uC99YcSCviZVdlsq46vjZGf7RSuNIJxz2jmif8pcCqGGA8nkg3fJRJfQSLt4aSs4f7JSlT27z8Qk4DThtBPIDgi9OfvQlc/RJq+HH3H+7EbD+yM7//BM0mPpT3xG0w3fBe9n2UaVzqSsjjxTuMYadbJSHaXEbz77F9itmkP/CT5jtYjtIT56yMCfjDcHxkiPtgJe06NtJsyIOPa+P6+qMBeUw4U/MCw9AuOK9o8+1nb8DfSrCUsLrgddDDJwwtyDOp+9nW8iTcYmwGqIv30pPvMybmWuu719AaaybJP5szSHwyaS77INZ/rlEfi2hfmfzyqz4I+EZ+MSWmnDrg9EZ6gn/+36ZWk2yUkvj73bCrScoZ97KPl1ff3s3lXU9Ltt185h1SXlRSnlQ83x9oKLz9r+K6KAsGxZlREvKIoPwS+AXiBq1VVDX+LgoCkqupgkT1hZ7mwghlq/4GowUhpORTmASJvmmDI6O5udNXw6IoT8OE+mtYv68wAxUwaDN9M/cNnY5pNd/z6KEc6NkiSDFMWACBf+020B382+E7ZxXCkN/7Wfwy9b9eLkHqe4XoTjXsDpF0Ub6HWomwKmTeDK0mqTMGE5sX9XwGgxbObfZ1vYJEdnF76PbLtg/tJBzQv7kArz+6LzxA1Of1MKtNXJt3XZkrlksl/Sbr9SJmccRbd/kZ2tj2dcPus7KtjrPDugJ9NrQepTM0hzxG/Ktja4eH1D/dzwN2KKV3G6XbhsXnwW/xMSs3mY1OX8XrdLpT0/DER8F09vgEF/CkLi0l1GS5hy+cWsaumlbZOLwA3XTQDh11kpRGMf0ZUxCuKYgb+BHwS8ACXq6oaXW+8B8hQFMXevwBUiHCt4+6o/tHtg/VPiqqq9wD3DNYPQFGUNxFWe0Ey/A2GlTacpk3X0Tckt0SF0Xevi7WiRy0pS2ffagj2zoibhrbpTfT3E99wJzJSURXSSZcmzUIDIC04G+nky48se4Xuh45Hh7dPy13gjc1hTddL0PUyuFZA0e8MFxsAPWohUU52aRJMVDQ9wGsJsrz4NTfvHvoFp5V8k25fA1taHsZmSmVpwadxWYw0m7qu0+jenjRLzMzsK5iTk2B15xggSybm593E3NzrqO/ZREPvFqZmrCLFmo+ua33uPWH+s/tD1jXXAnBj1RKW51dgDl2zdu1v49k3wytSFqraI3Ern75uHnarIS2urxq7VcPG1mQL+AaFOZEFfFmWuPGiGbR2eMjLcooKrIIJw4iJeEVRUoBHMDLKtAOX9BPwAHVABlCAYRnvT38f+DoMq3gBRgacwfoLBCOPvx5MWYZob38UGn9stNtmQOk/0A98DiltA3r+JGjISH6cfZshWsR3RbK2SNlFsOJy9Of/3temv/afkZ3HOEJadN7AIn7myUiWIwycbLl7+Pv0F/B96NDzDni2giOUqUcTIv54ZqACS72BFl6o+UpM29N7P83pJd9F0/28dSj5CtPs7KuZlXNV0u3HClkyY/JMo6Mml+7KFFJyjJWyTp+bZk8PFanZ1PV29Al4gP9Wr+G/1aEEdDoo+6YmPX7NoU6mVWQl3T5a6LpOIKhhMRsPGu2dyVc6JQmK82O9cC1mE/nZI1DMTiA4hoyIiFcUJRN4BVgIHMAo+pQoo8xWjEwyM+gn4hVFScNIRdkUykwT7n9+qP+b/fpLwDQMl5uhV5gRCIZDx1PQ8D0w5ULFU7F+1t7tUL0cCcAKpsV7CD67MPmx8sr6/tR1HTqjgqlSM5GLJhOMEvFx5JQc8TTGG5LZApVzIaoKrXzhnWgbX0cqnoqUW3rkB+8vyHO/Dk3/j6Hm5058zF0RER/t35wsk4tgQtLjbxpygaVo3jj4wwG3nz/pt7xyqIEPmt/jqsoFpFuH//DX6XPzg3XP0xPwcmXlAnRd55SCKuxmw+1D03WaPd3k2lPiLMmarrOjvZ5DPR0EtCB73/fi8+hsqW5ixgoXe7qaadgewOK30JDTiNuRLGwNUnuSBNyHONzUfUxFvM8fRJYlnnxtN7X1XSyckc/0ymze+ihSNO6keUXMm5ZHd68fry9Acf7AcxAIJgpHLeIVRbECz2MI+O3AuaqqJiu5+CJwNXBpaJ9oLgJM/dpfBL4W6v/nfv1PAnKBt0SOeMGo0fA943ewCaoHz8ohn7kZvTEdubwZvcuO9u40CIbcZrxRN8b6veAJeYFZbJCSMfixL/7MMAc/vpGXX4J2eB9YrMjXfgvJlY5pJHLB966N/J31Sci8zvjRNWj5I3S/YeRztylw6NNDO2bjj0HrgYzrwLM50j7RM9II+tjV9iLrGmNjKQqcczmt5Bt81HAvezpeSLJncpzmbM4u/ynP7N/H63VGJqo2by+fm7kSkywPmqXFrwU52NNGj9/HH7a92df+yF4jQPXRfRv4zvxVpFhsfGPNkwBYZBP+UED8OSXTmZVZxOt1KhtbjNuyKWCiymP49Qf8Oi9t3U1adxopbsMyXVZfyq5JuzEHzZTUF9OR2klrRquRfVSTyWkdOMXt9r0tLJldiD+gkZ5quBxqmmElt1qGn5Vm78F2Ptxcz5TyTBbNLIjZtr+uk8deia0ivG57A+u2N8S05WY6sdvM2G2jmctDIDj2jMQZ/UNgGYYFfmVUEGsiHgN+DtyqKMqTqqo+D6AoSmWoXQeiI/feArYBZyuKcruqqneF+ucSEfW/GoE5CCYw+q61aK/8G6l8FtKq25BMI3Bae7ZCzwfD3k1y+JHKDb92KdWDNKkJfY9x49Hffwp92UVIkoT2zJ8iO9ldcf6occdddB5SxhEUJRrHSPnlyLf/AmTTyPmg7jkDdG/ohRkyb4h6Qxly/sf4CWOtAN++oR27+TfQ8hfQo5bpLWXJ+x8naHqAgObBahpKErCJSbevIU7Az825kbK08/jqB0/RHbDjNJ1JmXMXNpOHenc5nqATWQoyL/O9uOPV9Ezj5ILzWZw3j6f3b+8T8ADVnU18/v1HkICTCyZzY9WShOe/puv8ctMr1HS3Djj2H2+IfbjwR2W0evngDl4+uCNmuyUQG7CZ3Z6N1R/ruja1JpKZJbctB7ejF7fdQ2ZHBtZApK8pI0iwPVaYe7xB/vqwscJWWpDKJWdU8dCLO2lqdZOf7eT6C6YP+fvu8wd58rVqAA4396BMyuoLRgV47u09yXaNob/rjEBwvHBUakdRlGwgfEdsAn6jKErCvqqq3hgq6HQ7hph/VlGUt4Au4EzACXxbVdXNUftoiqJ8HHgN+LuiKJ/A8JNfCWQCd6mqmjxPn+C4R6/d0VdISN+1FgorkRYmzqk8ZLReOHgnaEe/wCNPP0RwT5T16NAutLo90BNVpTE6c0NeOTTGVg0EkBavimsbEfQgDJK+bjQZkQeuMIEmCEYJHvt0MA2SZMqUCfQX8TKgJe6v9/OzPc594n3BHl6o+TLuQDsrir5ESeqSsR7SiFHfs5H6no3kOWawozU+gDzDfipf/uCxvte9wTR2dsWvFH3Uejoz09dglT2YpCANnhJqeqZRs2cf9+1J/oCoA+8e3sOW1jq+Nvdssm0u2n1uDva0UZWWS6fPM6iAPxIqzHkxZ3d/AZ+Isroy5izIZHddF26MXOvLFuRTkJHKk69XJ93vwOEu1mypp6nVWIVsaOnlN/eu4+rzFEqG4NLyVNSxdR3qm7pJdRmuOi+vrsHjDSbbtY+S/BRhgRcctxztmX0akQwxC0I/ybgRQFXVpxVFOQ34LoYFXwI2A79WVTUu0a2qqmsURVmKYfE/HZgF7Aa+CRxBBJvgeEJ7MdZ6pu9cA0cr4nvXjoiA7yOrC6moFdpS0J76CWgS0V89+YzrI39fcAfaI7+A7kjQK1ULkByjYElqfxSafmmkSCz8RST7ykRE16H7zdi2goH9lAEjYLk/ZfcbKzFal+F6E+0+E01m8qq6E50efzPv1f06xj/8nbpfcNnku7GbJ3b23ZrOd2l272R3+0sAqG3xhcayHJ/kB+uH5j7THcjgw5Yjv+Z0+Nx8e+3QslBNTc/jtmknU9PVwhP7NlLvjsRnSJqEw+PAbXejy4njP7K0VLTaIyugtnl95JpkNsssnlaEbJLISLXR3uVNut+aLYfj2t5ae4AbLpwx4Pt1dHs5cDj2OvzsW3u5Iz8Vq0Vm6+7mJHtGKMhxseqUykH7CQQTlaMS8aqqPo4hwoe732qMLDZD7b8duHK47yM4PtG2vYuufoQ8a0Ws2AUwj4DFpe7zg3YJfliFlNeJ5PCh91rBEkQuja/6B2A6KeSzOcm46ehBCe29adDpNNJMRgWsSpn5mD75S/S6arQn/2AEvJ5545HPRQ8afv2dz0Lpv8AxP9SuR7LsdL8Gzb+D3C8e+fuMJZ6tUJvgf2QdQmVba3l8m00B+zTj75QzoOaSxPtmH1l5+onAhsZ/JwzwfGLPbVxY8XtSrYUJ9hrf+II9PFZ964B9HKZMStK/zl07P4zbdnrRVAod6XzYtA+LbGJqeh4n50+murOJyWm53Fe9ZsCqpZ+ecSrrmw/wQeMQ3beimJVZyMeUk0gJVVKem13CpNRs/rjtTWq720CHFV1zaWzppajQxUWnV7KuuZZn9m+hM1SP4oyiqRx6d+D3ycl00NyWPKg1jDIpE0vIv/3mS2bS2e1lz4F23ll3aEjzaWhJnv7xUEMX7204xMGGxJmjV288RFePL679mvMUivNT0XUdtyeA0yHyvAuOf8Qak2BCoXe1ob9yL2hBtJotcdullOGXDI9hEP9ovcOB9o5hQdKb0qPynejo0xcidb+cbNfIGE068oyDaB9MhZSMhP6hUlEV8p2/PXpf8c7nDAEPcOBjUPW+4QIS7Pfw0/ZvsE6CtAtBmmA3v8b/F9+W84Wh7Zt2SWxhKHOBkX8ujLXcsLi33Ru7n3NpfBGo4wBND7K15REOdCePB3l23/9wWsm3SLeWEtR9pFoKJ0Re7cEEvCxZyHF9NqGAv2XqMpblVSBLEqcVxVbyXJRrPAjeOeNUXjywDW8wyIbmWhpDgeszMgu5qGw2lWk5zMkq5rJJc0m3OqjubOKXm18d0thvmrK0T8CHSbc6+Na889DQ6e0NcNejxopRXX0Pf7t/CzmZDn5x8eV9/Q8e7uJhVJJhMklcfa7C6o11bNzZOOB4ogNMzSaZrHQHsiQNWcSDYY0/bXFsFqq6xm4eejH5GAG27Iq3wH/+pgWYQoX0JEkSAl5wwiBEvGBi0VQLWnI/SN07uBUpficdOh4z0gh2PJy4S+8K6N6MtrufBdKRCu4umDQHKe9mo8pncKDY7hBZXSDpSBVzknYZEWHU8N3Y170fQMrpEGhI0PcH4F4HBT8++vcdJQJBjW3VzaSn2JhUnA7BrsTuLhlDLKhjLQPncugNVdnN+1Z8n5zPxYv4/O8Nb+DjgB5/E03unRS5FmA1GQ8gvf4WWjy7KXTNwyzbeffQLzjUs27QY7118Kd9f8/Ovoapmav6jjke2dby+IDbdV1iS8d8Xm+IzYx8akEV11ctHtJ30STJXFA2G4BLJ83BHfDj6ie8JUkiw2akJZ2SnsdfV1zHrza/xu7O5KL5ewsu6NunP5IkYULi/U3xKwDNbW5WbzzESfOKqa3v5NGXY7O4lBWmcuU5Ci3tbjbvaqKyJAO7zcwZS8tYNDOfHXtbKMxN4fm399LrCfTtN2dqLtkZ8bEgGWl2PnHFbDq6vJQWpPLU69XsPRiJ/Tn35Em8v6mOzm7Dih7OIvOlW4w4g/YuLw++kKgczMBcemZVn4AXCE40hIgXTCj01kHqenkHrtKXkO5XI64liZCcaOtSoCPWAid/5g/Q2Yp+YAeSsgTM6VD2H+h+BWzT4ODtyQ8pAzOcSKdfn7TPUVP/9fi2ui8a1viGHyXep/NZ48dcCKX/AEvR6I1viOi6zoHDXTz1ejX+QCQk7+rzFEoC/xu/Q+7XQB6G32/xn8H9EcgpRjBsfxKtTJgnljtJi7uaV2q/hR5aOzqn7Gc0urezsckoKCZjYtWkX8UJ+AsqfofLnIMkmXh27+foCcQ/oG5peYgtLQ+R65hOlr2SoOYjzzmTVs9eegPNLMj7GA5zxqjPsT+1Xe/T7FZJtRYlCFyVcAecbO44CXcwcbzJ7KwibphyZIG8siT3CXi3J8C+Q+2UFqTFZFYBQ4R/ec6Z9Ab8WGQZq8lMUNd4oXYb7qCfVaUzSLFEzuX3NhyiqbWXqZOykCSoKsukp9eX1D/8g031VJVm8ubaA3HbTl1kWMGzMxycviQ2y1Jaio2lc4zv/nUXTKe+qYfJpRnouj5gmsj0FBvpKca8z1xWTvbORjLT7JQXGXPfc6C9T8SH+fODG7nwtEr2RQn+/py1vJxX348P+HfazUMKkBUIjleEiBdMLDw9A28/EhHfszr5tsxb0FNvg44vRNqsduTbf4Fkc0KuEyk3qgiTpQAybzL+nvKRkS0l0AQdT0JHbNy2PMuKNFoWJP8h6Hop8bbq5YPvH6iHjsch57MjO64jYNf+Np57a29cu9TwXbC/Gb9DyunDewNJAucg5eHLH4b9Vxt/Z30i1uVmArC5+YE+AQ/wcu03Y7ZrBHmu5gsxbXmOmaRZIw9x51f8hkd230SyollN7h00uY10htUdr/S113YZ36/zyn9Jpj1BDMIo0Ok9xHt1v064bWPbCtr9uYMe47ySgQMvh4Ku6zz9RjWHGrtJdVn5+OWz4qzGkiThiqpObJJkLiyfHXesd9YdZO1WI0g0bOGeXtkxaO71/z4bXwvxM9fNx2YdWlaqaGE+HFJdVk5ZGFug7uzl5WiaHmOh93gDcasEYeZMzeWs5cY501/EpzgtXHPetCPKPS8QHC8IES+YUOg1iQoBR9HRjK5rCfOu6wE/+s4PkNKykcqibtCejYmPNWUdSCb0Da9F2lIyDQE/FBEnmcGcZ/zYZoBrOXrnaqTuR43NPa9DsBtGI/92c//aaEdA692Gj3jKGWA+dhUYdV3nUIMhetJTbdQksNCdUfFfivsL+NQLIf+bo+OrbpsKUzYYsQTH8H8RTbevgRf2f5WA5uaSyX/DOcg4drY+x5bmB5mSeR6He5Nk2BmAU4q/EvPaLNu4dupDHOr+iGaPyo7Wp4Z1vBf3f4Wrp96P6ShiLprdKjWd75Jpm8TkjDPjtuu6xiu130ladVXtnDeogJeAT804lar0o6/L0Njay6FGwze+q8fH7/6znpsumkFu1vAr/YYFfDQ79samoJyr5HLSvGL++fgWvP7EbodXnasMWcCPNA67hUvPnMK76w8mzFoTpqI4neXzisiL+j994vLZ/ONxIw7qvBWTmF6ZPSFiMQSC0USIeMH4wqtCz4eQdgGYjcqAeu0OtA2vGv7jjbVxu0hn3Yy++kno7YSg33BxaaxF2/IW8pzTkKqMzKf6upfR33scHZCWX4K07CIkrSthMGvw+fnIV1RDyVT0N+6PbHCmHdmNQ5Ig5Qwk50lQ/Wikfc8KQxyO5M2oZzV09UubJ2eA1p64f+43oOnnibc1/piuugd5RP0uS2ZmM2vqkVUo7fX42bSzifxsJ5WlGXHbW9rddPb4KC9M46Nth3l3vREgN7U8k47u2PR1uc5a5hW8GXeMZ3dczTk5dqyj5R4rSWMm4L3BLp7ZF1kVeWrPHRS65mOSLMzKvpoUax6+YDd2cwYSMnvaX2VD0z0A7Gh9ctjvd2rxNxIWd5IkiZLUxZSkLmZuzvXsaH2GTc3/HfJxH951PedP+jXpttKkffyamx5/E2bJRoo1v6/dF+zmjYM/IaAZcS9bWx5hTs71ZNjKSLHms7P1Gba2xGUp7sMbtFPvmRTT9nFlOYtyyjnU245VNpNtd2GW5GF/xwNBDVmSkOXIfs1tbu57dkdc34dfVPnM9fMTHkfT9JhjhGloGWQFEiMw9eQFxditZi49syppgGhpwdi7nyyckZ9UxM+YnM15K+IzS6Wn2vr85wUCgYEQ8YJRR/d54NBuoxCTPYmVVNfR956NFAz5djb/uk/cak/8DoJ+9D0bY3aRzvsEUvlMpMBbaG1N6KoG3Q709a+gbzCyPmg1W5E/9xckixX9vUhwm/7+U5CWjWT5TMwxg29Nhy7D+qPv34pki/WtluYN01WjP4l8tZt/O7LpHdv7BecW/gpcK6B6aWx7zueNzCuSCd0xH6n2moSHSzVXc0nF18jmMOwCyh8y0jCG0QOg+wcsfPT6h7XsqmlDkuCWS2aRlR75P7R3efnP09vRdJ3TFpWwZVfE73rX/tgsOgtm5OPoig1SdPtd/HvTD+n1+3CsO8iZy4bvshEu7a5MymLBjPzBdzhGeINd1HWvZ1d7fM7y+p4NABzsXjOsYy4r+CwfHP4jALNzriXPMZ3XDkQCdXMcCoWueYMeR5JkZmRfwoxsIwWnL9hDs2cXB7vWENR9ZNurUNueo9sfG0T9fM2XOK34WxS65sWJ5cbe7TFjAaNy6q7253AHYs+F3kALHxz+w5Dm7NOs7O6eQ3RG5P9dsIoSl5HNqizlyB7OdF1n7VbjoTMjzcalZ1SRlW58Dx56MXGQptcf5HBzT18FUrNZ5vUP9rNtj5Gi1iRL3HH13JgCRYeSpFuMZmp5FnarsU9xfirTKrPY2c9Sv2hWQaJdjzkOu4WFM/JZtz323JgzNZfTFpUk2UsgEPRHiHjBqKM98VtDxKdmId/6EyRLfIVAvf4PEQEf3u+NC8B+h2FdT4BUNgPJ/yI0/gy5ECgE3W9Cez1A9Kmt/eFO5M/+Kf49X/4HXNCvsStqmdvbC+2xWSOkqoUDTXVopJxlBNOGafu38VO1GmSnkS2n521D8DuXJj9OItofg543I69tCqSG3A5MuX2Zc+rtv+OBZ1zAhr6u5elfZGZxLdPSI1Uqw2Q7o6xm+6+hreADUl1WzFIADtwI3t2Q923IiC/n4PEG2FVjCDBdh937W/uC5gA+2noYTTf8rN/66GDSqbkcFk5bWIxU/XxM+9/W/QpNNz7vTWoTi2YWkJ46dB/eQFDjhXf24fUZ4mrqpExSnINXsRwtdF1nfdM9HOxaQ29g8II2w+GKqnuwmlxUpJ8W037t1IfZ2/E6vYEWpmauQj6CKr5Wk4si13yKXBEr89TMVfT6W3hq76di+r51yMhuMz/3ZlIs+bxT94ukxx2OpT+agGbmo9Yz8GixhoMMq4PPzzqdIlfGER03TI/bzxOv7qax1YjDae/0cs+T2/jSLYt4b/0hvL7kWbTuf86w0G/Z3cTU8qw+AQ8Q1HT+/OBGPnf9fMxmY1Wgpi7iUrZ0TiFTyjLjfN1Pnh8bhL5qRQVZaXZWbzQy1xiuNmMfqB7m1EUlzJueR6rTmnD1QSAQDI4Q8YJRQ289jL75TUPAA3S1QkMNlEyN7eivR+r+Z9z+ckkdwReeAOIFhTR9GZJDhj0/i223BJGm1qFvi822oP0x1uIOgDn2Jht8YV7s+Lva0J/7e+TY885Esg/flzWOrI/FivgwBz4O5Q9C2z1G8SWAkrsGD7rsG3AAGvtlnSn+Y+Tvgh9A069oD87ngTfiV0T2d8xkf8dMpi2PF/H9yTy8jE3NlzNz1umYvaGgtMYfR7L8TFlLUDOxc18rL71XE7WnRs2+TSyZlY8kG59rU9vQgpEnFaUhedbHtLlNS/sEfJh7ntrK52+Mf9hq7/Tw8uoarBYT55w0iUdeVmlp9yBJxsMFGL8PNXSjVIyN2wxAk3s7u9qeH7zjMFmS/6mkaSAlSUroYz4SOC3ZXDL5bzy1J7441oamexPscfRsajuZNn/Ep/3jynKW5lXgCwYwyzLyEVQnXrOlvs/N69Izq3jyteqE/X7974/i2s49eRKNrb1s2BFrFGhqddPUmji3+h/u35CwfUpZJnnZTq47fxoPPG9Y+0vyU0hLiU9nuWxuEcvmjh/hHo0kSUcUMCsQCCIIES8YEfTDNehNtUjKYiSrA13T0B77lSHco/t1NCJFi3itB/atSnpc+ZQdaG/PAK3fTbd0Mhz+buJ9KpoI9hPxgCHa03ugwwVZXchTI+kq9V4rBPs9LOzdFPvalZZ0nMPCPtOonnrgY7Ht3p2GW0pYwAM0/QbK7ov1mdc8gARyvxugN4GoMGVH/nadxO7m6Tzz7p4Bh1fXVUlRanw2mP7MzXkcDifOv71r49+o9VzE5l1NgE5J2i48ASdnVtxHcVo1Oz94HGfZt9HIoL5pYH9fi+xheekLzC3X4WCsuLVX/JmV3uaYFHrBoI4/oGExR84Zjy/AP5+IBEX/9eHIZ6v3S7by3Nt7MZtkJpdlDPIfGHm6fPW8duD7SbenWgo5vfS77Gx7ZlChPz/3VkpSFrG99QnMsp1JaaeO8GiHjtOcxVllP+bV2u8c9bHm596Kw5xBi2c32fYprK7/bd+2Fm8+WzpOium/snAKS/MMH2ur6chueS3t7j4BDyQV8Ik4c1kZM6tymBoIsmNvCx5vcgv9YGSk2sjNMtx1CnNT+NwN82lqc8cEgAoEghMHIeIFR43e1Yr28P9BwAeN+5HOvAl9y9txAh6A9n55pptjfVr1w+lIBZGlYynFi1TUit6chjx/H3q3Hf1gNrL1SzCQ9jMHIBB1epuDyKduR3LGl+sGoHdw9wkpawRzgzvmx6YtDLPnjNjX3u1GIaqwm4qvFmpvMsR+2b1gqwLA4+nBXtuvwFHet/H4NTq63H1L+8+8ObCAB3h429dYVXU3ua4DZDkSFIUaAina62zetQyA2Xlvc/bk/8Rsn5azFnovZX/7dOBLRPsqh/nYZbOorm1Ha76bRUXPQf86XrlfQ5JNLJiRj1KRxd+ihPmfH9wQY41//u3BH0qieeqNam6/ck5cXu/RotvX0OdPngizZMMiO1lS8ClclhwW5n2MNEsRHzXe3dfn2qkPoxGIy/6ypOBT/Q83JuQ6FC6s+D2Hezajtj1Hlz9xzYewy4+u6+xofZJNzUZg+UmFX6DDX8Zvtr0DdOA0p7Asz86W9mXMzvgAn2Zlb/esvuPMzipiSe6kvoqqR0O0gB8OJQWpzFWMFQGL2cRFK6t45KWBK5IOxEnzimLiCCxmE0W5o5DdSiAQTAiEiBccNdqTvzcEPKBvehPOvAn9tf8k7KuvfQF97kpwdyPllkL7g7HH2lGCLIGUHyXkpxxGnmfkCJayu6F8cD9haWUuUt5n0O433DukqvrkAh7Q6wZxn3CmwQDVVY8I21SY/BbsifJP1rri+zX+2BDxuh+a/wha6H9T90U6cx/lwy312Lvv5ZRorZL9WTzOy/jXE1txR1Vb7M8dV8/F5bDQ4/azesMh2rq8LJ9bRFrKn1D3tVJu30G+50vDnlpR6l4c5i5Msj9OwEdTnrGDK2f8Ck038ereG+n0Gun/rr9gOplpdhbPKoAD++IFPEB6pKS8y2FhwYx81ocC5YJBne5eHylOKx5vgJpDncOew12PbiYvy8l1F0wb1YqQO1ufZUPTvxNuW5D3McpTT+5zg5GlyCV7csaZBHUfsmRmSsa5oeqd47vcfKq1kFRrIVMyz2Vby2Nsbja+/4vzP0lQ91Pkmt83V0mSmJF9GTOyLwOgyd3FTzc903es3oCP1+tUoJD3mlahIxHQbdw5/RTm5STPfjNcdtW0sudAe9Lt559aiTIpkzVb6nlvQ6Ry6qwpOXFFlEoLUplWkcXOffEGjqqyDJbPLWLL7mY27oyv4LpoVgHTKrPj2gUCwYmLEPEnMroO/oNGHvP+rhlDPYTPA02x1QD1YHLRiBZE+3so/3RKENPKftt7bGjbSjBFi3iXlwGRLEZQ6O6I77icsg0KKpBWngr7H0GuGtiirNdlDrhdvuPXo5OT2JQOk56EmksH7rdrXnyb/wDvvPcC6uES7lz0csymDw+ewbodW/F4k38Wt185B5fDEH0uh4WzT5oUs33J7ELQC+DgAnCvB8kKeuIHoU5vFmbZj9MSeQiZnf82LkvyKoxhytINv94Lpj3AW/XfYlZVDgU5Id9tXQfPtvidJGdcpp9TFhT3iXiA99Yf4oxlZdzzZPLaAjMmZ7N0TiEOuxm71czfHt5EjzsSSN3Y2suumjamj5J46vY1JBXwF1f+BZclJ+m+smRmWtZFozKuY8GMrMspci3CZclOmM4yGr8W5O8730u+XbdT4Ejja3PP7quUOhL4/EGeTVBoLIwsSxTnpSBJEkvnFFFRnEF7t5eq0oykwZrnn1rJopkFMYGp86blccZSQ/CvXFxKToYDt9ePLEts39PKBadWkpOZPPuTQCA4MREi/kSm+bdGVhTbVCj9N4TyLyfMha15oONRCHZB5nVgykDXNbTHfxPft6Uu9nVuaZzQB5BSYwVe8F0FkJDP/zakbY8ESQ5G2kWGkI92TwnUQ/sjyCm/gZlDOEbADCWKMc7sIqiL+LxKC88Z3aIilnJDlOrDrzZ7QcX3kQK34bBEUtC9VXMV6+oTuDJF8elr58WksEuKJEHpP40iR1iMwlSaG/++j2MJ7qClt4BX9t5CXVcVIPGl5bf17ZpqbWVuwVtDnkuhczPXnukEvRNanzYy81hKQPfEd877elyTySTHlGfftqclJutHmFMXlZCRaqOiJD3Owv6xy2bxx34BhS+8s49Up5WSUcivfbB7bcL24pTFAwr44wFJkhJWcH3xwHae2b+ZspQsTi2sQtN17t394YDH+tT0U5g/gtZ3AK8vyJ8eiD0XHDYzn7pmLrtq2qip66CqNDPG5Sov20le9uD+6XnZzr4UiyZZYtHMSFpTWZaYo0QKUi2eNYJufAKB4LhCiPgTFV2HjieMv727oHp5ZFvZf8Ee8S0l0Ap7o3y1W/8GJf9Er/HGiN2+Qx+ILXAiX/8dtKf/CPu2xHZ0RKy62t48aE9Bvv2XSKmZ0JXYXzYG1wpIOQdSzzZe26aCuQgCoYeIxp8MfozwGEPvq2sakiyjV69HW/cKUtV85IXnDPk4R4QkGRlrWqLSYOZ+GZp+NaTdz59yd8zrdfUDjzc/2zk0AR+NKWqlQnYgV9zHPU9toLUzNir0tb03cGblfQAUZcS7BACQeQtkfxKqT47fVnNx7GtLEmFmjS8GAzB7Sg5vrj1AIKAl3P7FmxcO+EBmtZi485p5/OWhjTHtD7+kcvW5yogKeV+wh60tj8a0pVoKqUw/k6mZ543Y+4xnfMEAz9ZuRe1owCqb2NUROWf2djWztyvedS7L5uTCstl9wt5ptjIna+hFyLp7fZhkGYfdnLS4EsA76+LTnV5+9hQkSUKpyDrqDEYrFhZTUpBKRqotLrOMQCAQDAUh4k80dB06n4a2e0FL4idce6NRBCjjGsPVpvaG+D6HPoP+8jQg3ldYfytSbEiaeTKSyYx84Z1o//w4UnovUnkT2Pzgjzr9/GbkK79iCHiIfYiIpuwB8O4wcq2bEmSLsRRHRHwiXCug591Q3xLDwpz3v33vK4Uss1LVAkyhSq/HhMwbwb0RfHsNAZ9yxpBFfDTVrfPpHySal+Xsy2UNRkGVo8Uky1x3wTwONnTx1OuRB7lOb8TtJNfer1qlfRakXxlaORliHnJ//AoOYHx2CZAkicIcFwcOx8cWmE1Dq8TpsJv50i2L+HBzPe9tiAQ0PvySitNu5voLph+V6PIGu9jc9ADVHa9ExibZuLDyDzjMA7t1TRTWNNawtmk/55ZMpyrdCOzs8Lk53NtJVXouJkmmxdPDt9Y+Nexjf37W6RQ40zm5YDJ6KLXQUD7X6BSRYFi8dV1HmZSFJMGOUGGkypJ0KkszaO+KXQH67PXzsVqGnz8/GSZZZnKC6sUCgUAwVISIP9Fo+D50DuHG2XYvtN0HKSsN15T+6G6kkhb02kEEYWYBBNuRDt6C6fT9/TZG+brnT4PSaZHXlnyQ0yNBnABT1hnizz49+fulrQJ3YhcFUi+Agu9j5J0PGi44enDognI0kR1QErHE97j9vL/3Rs6qjC10U9M+g8d3fCnGbSUae95VEJX8YuqkTC48bTKrNx7ig0315GU5mT55ZPy7bVYTk0szKM5P6asoaXUlqbZomWSs8ESTKDvPUMi6I7HLV4iS/NSEIv6s5QnSjg7A0jmFuL1edra+gC3tIL7uQnrqlnLfszuYNz2P3EwHVWXDF90v1XydnkBslqapmecPKOADWpD1zQfIdaRQkTo+3WyaPd3s7mikJ+Djkb1GPv/NrYdwmW30BAaJaxkCOXYXP150cYxgH6qb24eb62KCTgE0zXgA6B9kuvdgB3sPxrr6XXnO1BEV8AKBQDASCBF/IqHrQxPwfQSh+7WkW6XJDegHs0HSwZwC3pBPfU4nUl4H+v5cpGlLjRSJ/v4CPhZ5ypLYXOgAk1+DQ583cskXfH9oYjvtUmj4YWxb9qcN943YdwxNYvzdmDVN56EXdtLetZLNDafxpeW39217dpeRLvCF3Z9g1ZR/xO1bMul07iy2UN/Ujc1qojjPcP84aV4xs6fk4nJYYtwHOn2HWF33O4pTFjEj+7K49IRD4epzFbbsbqausZulsxVIFEOckiBHuW0qVH1grKz0z5nfn4Ifg2OxsXJin5awS6tnHybJwrzpuazf3oBfasOZt4ns0q349E42BaC+dgYnFX2hTzD7NTcfNfyDmk7Dd39pwWeoTF8JQEDz0pj+HdLTDAFqz9qFM3czWtDGR9Vn4+8u4oylZcyblpdwPADuQBs7Wp+itnM18/Juxm5KjxPwAAWuuXFtuq7T7OmhydPFEzWbqO02xOaq0plcOmkumq6zs/0w7xyuZn3zAa6pXMhphVNGNZOOJ+in1dNLoTMtRkBvb6vnd1vfSLjPcAX8qtKZHOxpo7a7jQ6fcU1xmW18a96qI45N2bgz/n8+VNJTrJTkj3w8hEAgEBwtkt6/0okARVHeBE5bsmQJ//lP8vR4E47O5+Dwt0f8sLomg+0naC//F1I8mBZH5SJ3LoXegYPSAKh8DcwjlAEk2Aat/4KuV8F1ihEEeQQVGseK3fvbYvK5T895n6Ulz7Kt8WTW1p3f137z3O+R44zKX537Dcjslyt+AHRd48Fd18S0XTP1QeSjfbDxVsP+K2Pbyh/ty2mfkH0XGpmSACxlEGyPdfeqeg/k2GqjvmA3j1UnFv/zc29hY9O96CS+vuXYFXQ0Wjy747bNyLqMWTlX8eSeO/AFE6T8DNG85Way7JO54cIZMe0d3gM0u3fR7qsdUuXVbHsVZ5X9CAlTn0it7W7lJxteHHTfRCzILuXmqctwmEcu3eSujkZ+tTlBlWGgyJlOXe/gWYgG4trJi6hIzaY8JStOqOu6flSB5fc9u52GluEHjYe58cIZQwpWFQgEgiPlpptuYs2aNQBvqaq6cqj7CRGfgONKxLs3QrDD8C1u+mX8dtdK6HnT+DsspNsfgsafxfct/gu4lqPvPRcpcGRFgBKS+xXDJ1xAUNP43X/WD9rPZJK48WyJ7I6PGw2pq6Dgp/GrGSF0XafLX8+Brg8J6l4kZLa2PJKw79VT7sckj4AAbP4ztP4dMm+F3C8M3FfXoeNxI0NP2mXQ8VCkEJi5ECpfiOne7WvgmX2fPfoxHiXd9Ys4Y/IdTC7NoMffxGu130toaU9EnmMmC/JuZUNLLw/t3TjiY7tpyhIW5pRjlU1HZZ13B/x8a+2T9Ab8g3eOoiI1Gx2o6YrPEBTmhwsvJN959JWQe9x+bFYTbR0emtvddHR5Wbv1MP5+Ac4Ws8wnr5rLgy/spLvHR1aGPaZi8MrFpXy4pb6vtsJ150+jUBRTEggEo8yRinjhTnM8M5DlvfCXkHKa4RceaAVTRsRanboKGn8BROUYL/4ruJah798OrZ1wpPfdgh8bDwha6MZZ+h9wzD7Cgx1/fLApNv7grGXlSDKs29ZAa4eHzDQ7t1wyM+ISk79x0GP6g708Wn3LkMfw6O6buHrq/UhHu3qR82njZyhIEmRcEXmdeSt0PAP+GiiKf/j88PBfjm5sI0RK4Ue8vWkZ5nQzq+t/O+T95uXezKS08/jBuudo8x25lXgg/rN7Df/ZbVSAdZlt3DRliZHFRQLTMD7b9xr2DFnAL8gppc3bS4rFxg1VS8i0xVqwfcEAOtDT48duMeN0HN3Dotvj5y8PbRq8Y4hFMwuwWU3ccslMgpqGSZbRNJ22TuO7JcsSC2bkEwxqyLI0uqllBQKB4CgRIv54JdA0sOuMY74h4CE+SNCUBgU/gKbfgmMuFP4MJAvBJ38PezchL7ZAWqISmoMgu8B1KlRdOPx9TwA2q018uDlWxM+oysZskpk9ZfgZZXRd5/3637O/691h7acR5IWar7Bq0i+PXsgfKZIJKp40xqMHaHPvZkfrU3T4DiFLJtq9A8dYhDmn7Kdk2ScjSTKdvjpeqPkKmh4rSM8p/zlZtgo2NN2L2vZczDa7KYMLK39Pr7+FNQ1/RcZMozu2+JS18u+srk9eDXhh3ieQJRNrG/4OwFmlP+WRfXVs2pZ4JaQ/J+dXsjh3ElMz8tjeVs8ftxn++xbZhF8LclrhFDJtTp6r3YpfCyY8Rk/Ay193vAMYuYvSrA4ssgmTJGOWZEyyhN1kwSTJzM8pDeU3kljfXMuO9sMxx7qwbDbP1samiy1ypvPNeediNQ18S7GazGzc2cjrH9YCcNqiEhbOLBjS/6E/Hm9gWAIeYPm8or6/w6sTsiyRnRFbSMlkmjjudwKB4MRFuNMk4Lhwp+l40shEkwg5BaqGKezefQx9jeHfK5U3Is9OkvrPXJg4mw0M7hd9gvPvJ7fS0hFJa3f7lXNiCskMh15/C3s7XmdLy8OD9p2XexNK5vk8tOu6mHar7OKKKfcc0fsPhC/Yg0/rwWnOQpYGFn26rvPGwR/S0Ju86uq1Ux/qe9ho8ezh5f3fAGBq5g1sbssj35HG+WWRlKUtnj00u/fgMpdQmDIlJpi3uXc3b9X9FYuplEmp89nQAn7djNNs5cKyWaRZDbH30eF/sbtjcH/3kwq/QHnayX1zAcNC/l7DnoF2A6AyNYevzj0LeRgPUrqu89DedbxRt2vI+wyHWwtX8P57jRTnp3Dx6VW4dS/Nnm6mpOcNyWqt6zq//+96glrsfacoL4VLz6gacv0CXdf5zb3rhjX2O66e21ehWCAQCMYTwp1GEEH3JxfwrlOgYGhFkMIBZfq+LX0CHkCvzUEz6VC5GHnmFw3fZa3X8Hs2hyzGegD2XRQR9FmfFAJ+AIKaFiPgLz2zqk/AewIdbGq+H6vsYk7udQQ0Dx3eg2Tbq+jw1eIL9pDtmIJFNgTmw7uuJ6gndn+Ym3MDnb6DdPsbSbUWkOdYQWnqTGTJxBVV/4oJFPVpPTygXkWatZhcx3T2dEQCG5fkfwpZMlPgmoPDnElQ9yNjHlDIuQPtPL/vi/i0SHXZHLvCGaXfxSQnfljZ2fb0gAJ+Ts71MasF2fbJXKc8wtbWOv6w7U2gBoC36nfz8yWXIkkSzZ4Ufr21GWgGNrI4t5yrKxeQZnXwVG0Ta5oWho52KOa9NrYc5NvzzyPd6iDLcRokEPFBbypNm25D16zMmZZDuTIJXdfZ393Kzza+lHQen5u5kvcb9qIDl02ah9VkItViRx6mO4ckSVxTuZA8eyoP7TVEbqEjjXp3J2ZJRkNH03VsXhs5bdn4zQF67b3ktGfjtnloyGnoX2agj6srFrJ5dZvxn2no5i8PbuTOa+YyNSM/pp+u6zS29mIxy+g6OB0WzCYZi1mmuc0dJ+AB6hq7+fODGzn/lAqmVWYnPF6K04rVYuLJ13YnTCEa+R9ATqaD7l5/n2/7pWdUCQEvEAiOO4QlPgET3hJ/+HuJU0nmfg0yrx90d13X0Z//O3r1esgpgYaauD7SrFOQzr5lYOubZyu03guukyHt4qRBlycyhxq6eOhFNabNaTfzqWvmAUaaw6f33ol3gCwpYa6cci97O95gfeO/4ralWopYNekX+DUJT9BPhs3JN9Y8SZu3F7vJwqWT5nJ60VSCmo+Hdyco7jUMHKZMJqWfxtyc6/oEdqtnHy/t/1rC/hIyV065F7McW0DJG+zi8eqPD/he0Vb4MKsb9vLvXR8k7B8WtP1xmq30BpK7xCSiwFbDtPQNMW31H3yNaBUcMAc4UHAQn8U4dk5bDtntWbhtbg4V1FGQmspNU5cck9zvmqbT4/azcVcjazcfTtgnY4aG2QXNgS7UDiN4XUbiPHkBe6qTn4Ozp+SwfU9LQoE+XL5w00IkyYh13qQ28saaJKt+Udx08QxsFlNMES5N09m8qwmrRWZ6ZbbwbxcIBOMWkZ1mBJnQIl7zQvXS2LbJbwImMA2e61j3utH+NHDWD/nzf0MaxPdVkBiPL8DfHtpEUNOxmOW47BkA5YVpnH9GLnvaXx2SO8xgdAfSWNd6OnqC6rr9+e6C80m19PDcvi8c9fuGKXLNp65nw6D9zi3/OVn2yRzo+oCPGu7GE4xNWzgr+yq8wU7avbXkOKYyK/uqOOEfscAfC3Sm2XaSbuqgpWUupvo5JDVjJ+Hckycxsyq5gG/v8tLV46MozxWTYaa+qZu3PzqILEvMnpLDlPLMAQMxm9vc3Pv0toTbEjGzKodAIIjVamLLruahT2gYzJ+ex57adjp7hvfw1J+cTAc3XzxzhEY1vtB8Aby7WjDnurDkiyw5AsHxinCnERh0vxz72lplZJ4ZItoDg7vaCAF/5Dz75p4+a2V/AS+ZPFjTDpA3RePJPU+OwLuVsqW9mFZf3pAEPMAP1z/P1+aezaS0ldR0vjkCYyChgE+xFNDtj7UGvxTyZU9EZfoZzM6Jre6q6zovHtjG8we2oYWMEf0DO3PtKTR5ujlSbp6ylGX5FXz63QcTbJXY659FiTUT8kC39GCuHZ7Qeum9GiqK0xNmadmxt4UX3tkX07ZycSmlBak88PzOvrYDh7vgnX1IkhFHkeKMdU3y+4M8+nLsas9gbKtOLtxlSer7fx8pVovM6UvKOH1JGYcau3joheGNL5pFRxgYOxFof2onvpp2AKwVmaSvmoLpCONkADRPgN5NhzFn2LFNFasTAsFER6ix4wnffjj8v7Ft/UvdR6H7fVCzFbIL6bJm8drrW2nWzkTLlOmRXSx0b2Cxez02PWIpk067OunxjneCmg+f1tNX7XO41DV1U1sf75KQPvk5nLkRv++DR2eYBGB31xwOuScf0b7/b9MrmKQU8u1z6fZnIEkaObY6Ov1ZtHgLqUjZRq6tDpNpGaWuVDKsVg70eJFootuX2I0lzClFX6UkdQkAPf5mnt5756DjsZnSWZx/e1z7m/W7eaImeXaSHHsKP158MW/V7+b+6rUx25blVXBd1SKeqtnE61FBoFPT8/ifWacT0ILYTZY+kXND1RLuq14Tc4zl+ZXcOnVZTJuu6+g6/OftTbTsDzAU/vrwJgpyXEydlInHG2DRrAJsFhNvrY13I3kzQVvkveHvj2zmM9fNw2aNXNqff2cfvZ74sVxx9hSeeK0abZguMKcsLGZKeSZ3P7Zl8M6A3WbG4428v8th4foLpve9Ls5L5bPXz+eP9w++WhNmztRcDjf3UJjrYnpl1uA7TEA0T6BPwAP49rXR9vBWsm+df0TiW+v10/inSOE9a1k66RcomFKO/KFAIBCMLcKdJgET0p0m2Al7+pW2n/QsWEvQtSD6u4+jf/QS8pVfQiozKkwGn/4TVK+nyZTN/RmJxfl0z07O6THKqUvLLkJadjHSKJZ1H6809e7g1QPf7XtdlrqcOTnXkWotHNL+Le1u/v3UNiypB7Gm1OFunonmd2FN30f29IFdZqrSzgf/KdhdZp6vfZQWr5UOfw6gE3bfSDW3sjDLSD3Y6s1jc8dJRLt22E0WfFogxoKaZXPyxdlnsqnlII/uG7qAGogZmQXMSV/N4d5YcW2WHSiZ5zMnJ76i7KHudbx96Odx7RbZydKCT1OSsiROtDR7uvn5xpfo8nsTjuO80hmcVzKzr2ppt9/DoZ4O6nrbcZisLMkrR5ZkgprGB4376PJ7WZRbRo49uSVd03XavL1sajmIzWRmWX7FgPnWdV3n/ud2xFULvfj0yTz9xsDZaWZMzmb7nuRFkgYiO8PBzRfPoLndzQeb6tm9vy1m+8IZ+cybnkd6ig21ppV12xooLUhl6+5m3N7kDx6TSzNYsaC4Lx2jxxfA4wlgtZrYpDaRnW4nP8fFZrWJ/BwXU8sjD7u9bj/+oEZ6ii3Z4dE0nd/+J3HGmYridJSKLHbsaWHx7ALKCo++QNR4x7uvjbZHE7tAyak20HUkm4mMC5QBXW10XSfY4aX5ro8Sd5Al0s6ejF3JQe6XHUjr9SM5Bg5YFwgER4/wiR9Bxr2ID7RCz7vgXGpUWO1ZDXX/E9dNdz0Cuo6+ZyP6ukhmDOnUq5DKZqD99wf4sPCX7NsGfLszu99k9qlLkWefMuyh6rrOlt3G0vysqpxIkaJh0tTWS0NzL5NL03HYj22WiQ2N/2Fn29MJt10z9UFkyQSApgcJaB4ssgMdjR5/EymWAoK6j+ffqabV+Q9saYMH6YXJPlzBzI/Ox6QZN9bVhZ28VN6etL9MAIe5h55AGtEC/tSCKm6YsiSmb1DXkIn4UHf43Pxp21vs725NevzpGQVxOcMB5ja5mNPsZHVhF3syPIDO8rxiWrx+Ch2pLMmrxCwb/6PegI92n5t8RyoOU+Rz3Nj4/+jw7e57PTvni2TZZ8S8T6bNyUdNtfy3n0W8Pwtzyvjk9BUD9jlW9Lr9bNvTQnFeCkV5EaHl9gT4y0Mbj/r4siRRkOOkLqrqaDJsVhO3XTEHm9WUcLvbE8DjDfDACzvweINkZziwWWSWzi2iojj9qMc6FGrrO3n0ZWNlxG4zM2dqDu2dXk6eX0xmuv2YjGE8oOs6Db98b8j90y9SkJ0WCGhYS9ORLCb0gEb7Uzvw7m0b/AAhUk+vwDGnADSdjudVvHvaMBekkH3dHCTziWe8EQiOFULEjyDjWsQHWuHQp8C7C6yVRptvb1w3LXgp+guDC8bfZQ/uzgBw9bkKJQWDB8aGOdTYRVuHF7Wmlf11RjaQaZVZzFVysZpNZKbbcXsCpDgtg1p59h5s58nXqvteDyd/enevj5feq6HH7eeyM6cMuJ832MXqut/hDrQyO+caJGRkycRbh3424HukWPLp9jcMaTwDYfOnMm3tWWS0FCPriYUWwMacbp6Y3Nqn01MtNr634ALsZgvvN+yjy++mwJFOisVGgTONdKsj6bES8crBHX2W+e/MX0WJKwOty0fP2oP0ro/UAGhw+Nif5mVJQ+S82Jzdw2NTWijssZDttlCT5qHbGh+8mwi73EOapZUWXwFBfegPap+ecSpzs0vQdZ12nzuuSuh4xecPDsmFZMnsAk6eX8zGnUamlnBV0fnT8vrO5101rTz7Vvx1IJpTF5awaNb49x/fX9fJ4eZuKksyyM2aGJ/lSKFrOsEOD+1P7SDQFFnBST2zkq7XBv58o3EtK6Hng4NJt9umZuPdNbyVHltVFpaCFFyLS4SgFwhGGCHiR5BxK+I7nxu4CmuY9MsJPtsOHR0JN4edMB5Iv5JGc2wl0OvbH0a//Es88Hr8DeATl88mPdVYDtd1nUMN3dhsJnIzIzdaXdd55f39bN09tIwWS+cUMn96Hq3tHjLT7X25nMM56gFefHdfnGvBaQuLmZOfhtbtI9DciynNFheo1dbp4V9PxOYYv+HC6eRnu2LaNC3I9q2PscU2tAqao0Fp9UKqtg/devxsRSvuaWnMzylhdlbxkIS6rum4Nx3Gd6gTc64L+5QszElEUpfPg0MyQ5ef5n8Mr6hOIl4ob2NXpps2WwB9BFfmzyhSuGbywsE7jmNe+2A/m9SmhNuK81K4/KwpWCzJH+rCDCTkSwtSufKcqcItYpyi+YL0rK6lZ+2hhNsLvroCf1MPLfccvdtb/hdPAqD9mZ14q5OvvCXDUpBC1o1zx/xc6llfR/fbNVjLM8i4eBro9D1chHXNWI9RIBgqQsSPIONWxO+aN2gXvSEdbW3yokrbbNN4NeX0hNtuW2ojVZmFJEl4fAHufWob3b2JiwZFYzbJFOa6BizAciRYLSYWzc5iQ/UO3J1ZgIzFcZg8P5xWl5Fwn2CGHU9Qw1+SxqtNXfgkEuen1zWQZBaaO6hf8Dd0efDvwewPLyK7oQKvvZv3z/nnEc9L0iRAIq2tAI+ji9K98ynZOw8pygXmoSlNZHnMnH0geRBt6ukVuBYVD+k9g11emu/ZgN4vwDHl5DJcy0sB0H1BdH8Q3afRu6Euxuo+UrTaAjygNDG7xUl+0IHLK+OxaLyjePBakn8GzZ7uuMwz101exKmFU4ZdEGk80tHlRZYl7DYTazYfpq6pm4Uz86ksyRjWcdZtO8x7G+oIBDUy0mxUFKczf1oeGWknjivK0aIHNDyhtJr2KdlIUQ9Q0caFMFqvn663awi0uUldUY61NOJ6pHkDaL1+TBn2AQVl68Nb8e1vT7gt/SIFx7TcuHZ/Yw9tT2xH60wcF5II1+JiUldWxMwHoOv1vcP6vlsKU8m4bPpRZco5UjRvgJ4PD9LzYfKVBgDJYiL3jkXIUZmfdF3Ht78DySpjKUwVIl8wbhAifgQZFyJe16Hhh9D7AeR9E6xlUHPpgLto+3LRdxZDMNZq18tsPPI09hfns7nDT4dZQu938br54pnkZMZacwcKNBsJzM5GXIVrsbjqkUx+zDbD7SbgzqTr4ApcBeuwptYl3X/W2gvIqZ/cJ3499i5kzUxzwR46Mw+Tf1Ch1e5jd+V2bJkRC6UetCCZBn84CSMHTUxSl1FevaivzWfr4b1z747r6+suwNM8A7OrEbOtHSc+JFsXpXvmk9U4iZTOnBixnoi7Zx7mQKqPxbnlLMsoo9ieTprZTuv9mwh2xN+wTdkObOUZxs1ZB63Xh6mfaDv8i3eHPN+xIu8zSw2/3gT4tSBqewP5jjRyHSJf9olIz5qDdH9wAGtxGhmXzUAaYnxNIuHdn2C3j971dXh2txBsdcdtdy4oxKM2o/UMfN0w5zjJ+dgCALre3U/P+xGXRtuUbAKNPZhznZizHPRubsBWkYlnR+JVGMlqIuv6OVhyXQm3h+em+zW0Li+e6la6366J65Nx8TQkmwlLQSqyPXlCukC7h47nVLQeH/Zpudin56L7NVrvS54BKvOKGdhGMDtQsMND010fgQ6mdDvZt85HDsVw6JqOe1sjnS/uHuQoseR+egnoOrLDYsQI7InECNgmZ2EtSQOThF3JwTRA4LVAMJoIET+CjAsR794ABz42pK56cyraB1NokMvokbPI8/kAFzo2PPrUuP7bnCY2pUTE0vJ5RSyfW5Tw2N29Pv7+yOYjmkJBjoszl5WR4rSy90A7r7y/H3uWSubUJ4/oeMlwdmXSmzr04K2BsPWmUla9kKDZR1ZjOV5HN5nNpZiCFv428zDNTj/fWFuCCQkdne60Jix+O3Z3GtudJvbZTWT5dTIDGtPcwaTvE5B0zFF+JasLOylMy8Q7O4PFJZNxWRJbuNxbG+h4YfCbmCndhm1KDmjaiFnUzQUpZF42oy8lne4PglnuE0i+g520PhA5V3JuW0jXWzV4dw/N99Zalk7m1cZKULDLS6C5F0wSlvyUuKwZgvHPUMTzUOl+v5bud2v7XksOMzm3zMeUasN3sJPO1/cSaDDqAaSsKMO5oAjJJMcEdpoyHTgXFGLOceLedBjPztEpYuVaWjKolXggJItM+oUK9qrsYe8bzmjjmJNP2lmTkUxH77seaOmlZ30dkiTRuyH+WmItSyfzqllDfqjqT+/GetxbG/EnSL8LkPupxQQ7vPgOtMecAyONOd9F9k3zhHX+BMR3oAOP2oy5IAXHtNwxifkQIn4EGRcivvUeaP5twk1a/s+oOdSFr/1V9rXNZmfzEqb16MzvGVpeaoAeGd5Ls3L6RdMoLRg4XVtHt5fmNjc797ag1sSLZbOjCUkO4O8pACQkXUeWJW66ZCZZ6YZ1X9d13jrwK+rdH8btPx7IOzQV056zWGO3cXK7xGSPIcC3O03scpgJSuCVJWoLD5DZ7eJje51Yj/Cr02Lz84d59TG+4V+dczZV6fFL5onoL5aHy3CD5NJXTcExK39IfXV/EPfOJiz5qVjyXOiaTtdbNfR+lNjXtz+u5aWgQ88HsUHZ5nwXWdfMFmJ+AqBrOu1P7sC7x/C3zrxyJraK5G5hmtsPkpTQSuxv7Kbl3xuT7mstz0jqhjIRSTt7Ms55Q0tbOxb0bm2gM4kRIf8Ly2NcjwZCD2q4dzQlPdZQsRQZQfX+xh4kCXT/0ILoByL1tEm4lpQc1TG0UKrW4+16pfkCtD22Hf/BTmSXlZxPLBgXc9T9QXRNH9ZYdE2n68199K6LX+3PvnneMa+QLET8CDJWIl4P+OGgCgWTkOouh0BjXB9vbzZ/3vSzmAqcaQGNC1uHXiFIR6cjqx5Jk8mZNJ3ss5OXLNd8QSSzHGNlOdzcQ2NrL1Vlabx84Gu4NeNLkKmfzjz9EvTna5A0nbzPL8NX20FH435ezx44w0syzD47ufWV1JdvB8DqcWL1OulOPzorWlZDObqkk9qRy56GU2gxWWNcjEy6TnAQi8ysngBzhvjgtDOzl2ltTnyyxu/n1YPLjKbrLMot58KyWaQNM4PMkQr5nNsWYg65TXWvrqX7vZBlS4L0VVNxb23A39ANGmRcOh3bpIxhv8eAY35wsxGA5jDjmJGHJT+Fzleqh3zzzf/yyfhqO+hZcxB/YzdpKyswZTkwpVjjXIgExxbNF6TlnvXxLl+yRMrJZca5pumY0m2knTMFa0ka7c+pkSwpJgnJJKP7gshOC9oQ4nGOJzKvmolt0pEVkjuW6JpurHAkCIq1T8sh7Zwqmv66Ft0XBFlCMsvYp+WQeuokZIeFQGsvLfduPCrBbSlOI/Oy6TH+7jFjDGg0/GZ14p1NkhEnFUj+/o55BThm5GHKsGNyWQl0ePAf6MA2OSvpe4bx1XfRev9m0HTSzqnCOXfkM0IFe3z4ajuwlWckdUEcLrqu4zvQgdbjx16VFfdAFmj3JKw1YMp0kHZm5YAP6kc8Jk03rgcDuIEFu7y03LsRrdePY3Y+aWfHrkCFqxTLdjOOGbkE2j34G7oHfIAciQe54SJE/AgyViI++NT3kbJfR87rTLi9p24+7p3ncb+tkoAsYQ/qXNLiZSi2j2azRFYwwO7Zb1E3KbbSYknbCgqUK5BNUf6Afg3r+41YdhgZbrzLcglMT4eoHNOHul7gUPczw55nmIKepRQUXI7a3MwL7dWUdFu5fVsBHnsXPWnNpLbnY/XFZ0+5f2oTdak9TE9fizMl8hRdV3caTQ4/ZjlAlz+DUq2D4vZ0TtpXhtXrRJODmDQzOjoSEr+fW4etI4/U3iN74rZaZE5alIG+oZ7i2uTfo+xb5yNl2GjYfICUwnTSi0bGh1QPagTbPcipVnwHOml/fPuA/bOunR0TdNd3nDHO5DBSWTdSz6jEtTCxW5hgdAm0uWn590bDxWoUSb9Iwbu7ZVRcYcz5LlJPmUTn68YqVeblMzBnOtCDGr5DnRDQsFVmofX60YMacoo15jvj2d1C+9M7IaoCbvZNc7EUpOKtbUf3GzncffvbMWXYkZ0W/Ic6MWc5MedMrFSauj9I093r0LqHV17aPjMPz7Z441Q0KSvKcc4tiKkuG411UgZZV80a0vt5qlvoeG6X8UARInrFwKM2G5/ZMMi+ZT7mXKdhjIgybgW7fXS+vDvG5z5MyooyXEtL8R/qpHt1LbpfI/XMSqyFQ0/brHkDtD+1M2blSXKYybpyJpZhpH/W/UGCPX7MGRGjhx7QaPrHutggaQnsM/JIW1mB5DDTcu9GAo2J61FIdjO5ty3se8DRPAF61h7Eva0J59wCnHMLhvWwofuDNPz2/b7XriXFOBcUGXOXJMy5TnrX1eHeGn8uSTYTmVfMJNjuoevd/cMK/A6Te+eSY17JWIj4EWQsRLyu63SsW0VGWnwxnU7dymryacNOxbDZbgAAKd1JREFU7qEp5DRU8pHdRZVzFzZPCkW1M6mdvJ7W3P14dBvBrZeTFdDxl6ynN6OBYGYtkjz4zXVj66l0+rM5f18mixuTXxTabD5eXfABOblHJrxmf3gROQ2Vw9rnz7PrKeqx4jVpbM82As/SLHZ8wS5W5MvMyVnCX7Zvxh2Mt945AjKzm52YdIlctwWzJvFKWTtdVuN/4upxUdxQ1Bdw2pLRgsfmxWv14rf4sfqsVBycFHfc80+pYFql4beqeQJ0vbEXX30XqadMwpznMiw3lVkjZikZDF3XQTcuyN7dLZiyHMgOC8E2N9ZJGePa17NnzUG63qqJaXMtL0W2m+l6Y9+Qj2MuSCF7HKS/O9aMpP95MoI9PoIdXvx1nUYQYCjdbLDblzToeiTJun4O1uI0dF2PExRhy1mwy0vH87vw1RrGB9uUbNLOntz3Peh6ax/ePW045uRjLUlH9wWxVWUhh27YR/s/DLS68exqRrKacM7OH7J7yURF6/UnFdvDIVmArL+xB//hLrz72vDuakF2Wci+Zf6ws+IEWnrx1XZgn5YTZ0nXvAFa799sxOAcQ2SnhbRzq+hZcwg0nYxLpvV9p2LG5/bTs64uJki6PxmXTY+LoQg094IsYc5yoGs6kizhqW6h/YkdgHF9TV1RjuYJ0PiHDwYcq2t56YDvHyblpDL8zT0JaxAM5lYXRvcHaX10G/6DiY2Zo4Ep04Ee0HDMysO1sGjQ1ZbRQIj4EWQsRHxvwIdcfRJ2OdY9Y6OezQ5GLvp/OBTVzCL/4DQOl+7A7LdTuXMZPlsvWxY/S3dG4owKgzH3/UvJaiofUt9Hq5qpd/lodkT+J3OyirmyYj75TsOP3xcMYDUZS20N7k7+u3sNuzoGtvQkQtYlvrvwfFwmG2l2w0LR5u3FKptwWWx0dnt56b2avjSal55ZNez0f4KB0Xr9eGvbke1mrOWRh45gp4fWh7YSbPcM+Vg5H1+AOXt8Wjc1X4D2p1V8+9owZTvIvHwmplTrkIMQdV03LNGajmQz9d2UbVOzjUwkoyDmO9/cR2+/HOb26blYilITxldIFpn0i6bR/d5+Ag2DV5M1ZdoJtkU+32h3Gmt5BhmXTu/LUgKG8PLubsG9owlrcRqu5aUn3IPbeMK9s4mOZ9Rh7WOrzCT1jMpB028eC8JZflr/u4lAy7EV8/3JvnU+llwX3R8ewHeg07A+a0PTaZLVRMop5cOKeRouks1E9s3z6d1QP+RYpzBpZ002xPLMvD7jVrDbi9btx5Rlx7evfdgrI0dLzu2LYlYlxgoh4keQsXKn6dq5lFQ5Ys3q1s08RzkaIx8p3RmYRdBTRmbK80d9rGkbziK7oYJti56nPaffl1qXMHsymLP2HNLbh+4bmHvHYnxOiWZPDxlWBzaTuU+sD4ZfC7K1tY5dHY28Xhd/Y5mVWcRZxdNo9HRR3dHEJZPmkGMXaQvHM3rQyLLTs+4Q1pJ0UldOQuvx07P2UMIUfeb8FDIunkbv2kP4DnbgWlqCfXoukiSheQJobj+6LziqwUt911ZNB1nCd6CD3g31SStlWsszSDmpDEtxJH+1v7GHln9HVrwyr5hB9wcH8R9KbqUaKFXncMcfaO6l47ldBJoGF+Jhcu9cjOy0Gpa/Pa20P7EdyWYm66pZWApS8B/upuPF3QSaerBPzyV91ZQRyaIiGFv0gIZ7ZxP++i5slVnYKg2ra7DVjUdtjsTfhBgLl4XB0HxB/PVdmLOd+Os6aX8qIigtJWlDtg7bZ+RiKUih6/WhryIOF9vkrL7g8ZHEWpbet5KViOjPTdd0Op5V8aijk+lpqGRdNxtLcRptj2yLC3Q35zhxLizCX9+Fe7NRWd1SaFz3M6+aNS4Cc0GI+BFlrET8/j2voLfeTaPmZG9GF/og+cSHi9OcTWX6mczMvgxZMk7coNfPWx/9iIacHcM7mA75B6dRXDOH9LZINoXwFzzQ5kYPaDE5jrVwMSFvEMki0/HC7pgvnG1qNunnVCHZzSNumfEFA5gkGZMsxMLxhq7rwy5W0x9zngtTqg2t14+/sRtraTrOuQXYp+Yc0fGCHR7aHtt+VFa91JUVdL15dCIg+5Z5WPKSP6hovgC96+rx13eheQLYlRycCwrx7mo5IouYY04+6edOiX0PT8AIjh+DtG2C8UOgzY1vfzu2KdljUiRqJPDub6fzpd1o7gC6L4g524m1IoPej4zYLHO2k6wb58bktu/96FCMq2Dm1bOQLCYjyD84PP3lWlJsuBlajft3/9SrR0ve55b1BZHqmk7r/ZtjUn+mrpyEa3FswKfmC9L4u/fpT9YNcwl2enBvbjiiDFK2ykwyLp+Bv76L1vuMJA4pK8pwzMrHu68NS64LS7+YAs0XpOeDA30pXu3Tc0m/YGJUqhYifgQZyxSTgaBG887tdL73DBlTcjDPPwnrfb/E4ZXRMT6rzkwn2pQ78DV30Ty7BjndQlXGOZgkC9Udr+HXeghoHkpSlpDrmIYkDXzz1AIBtrxzH7WuD4ac9aW/X7t9ei6pp01K6NM3ELqug6aje4PHzHdccHzSPxhqJDDnuUg9rQLbpAx0XUfr9KLrhruIyWXty5UfbPfg29+O7gsS7PQmzKc9VoRvZMF2D92rawm2eZAsMo65BXirW+NXMmQp6fJ9ysll+JvifV6tpek4FxZhm5x1xPnCBYITCT2g4d3biindTrDTS/uTyQ1p1kkZZFwyrU+89x1D13FvTV4Ay5RhT+iGKKda0boiQckpp5TjWloSJ3aDXV46X92D1uMj7ZyqpAYBXdfpfrfWSA0sS2RePiPG/713Qz2dr+5JOr+48Tkt5H56yVGJ73AcwERBiPgRZFzkiY9Ce/sR9I9eBEA65UqkheciHQOLsq7rdPnrMUs26ns30e6pwSzbqUw/g1RrAbqmgzR2WU0Egv50vFyNe1N8cPh4w1qWTsal0yGo0/6ciq+mfVj7mzId2CZnEuz0krK8lGCbZ1R9SU2ZdrKumY0p1Yau6Xh3t6D5Ajhm5IEkTaibpUAwXtF8QXrWHEQPaNirsrDkp6B5AoMax3RdN1JmShKeXc2Yc11xlX41b4CeDw9iq8jEWpqO5gui9fpH1B880OZGspgSukn5D3fj2dU8aCG0rBvmYilMOeF0hRDxI8h4E/EAek8H2F1IQ/QLFwhOVMKZbiSLTMbF0zDnp+BRm+l6bS+mbAfBFjeWghQwywl9XPtbqY4GOc1G2ukVuLc1ovuCuJaWJsy9r+s6wTa34S/+3K6YbeY8F9k3zMVX207XO/uxlmWQuqIsLvOJ5g3Q+dreQVP4DQe7kkP6RcoJd0MVCASjR38rua7p+Bu6seQ4j/uMTsk4UhEvFOEEQXLF5/cWCATxuJaU4FxQZBQPColP14IiXAuGnkPes7tlwOXtoSDZTGRePgNLrmtQ33pJkox84VlOHDPy0P1BNLcfOdXWNwcjWDB5pirZZibj/Klw/lQgPih2ILJumIs522FUYwwFzbqWlJB62qQh7S8QCARDpf/KnSRLw8qZL4ggRLxAIDjuONogSvuUbAq+uoJgp4fmezeiu400p2nnVtH5UnVMX0tJGraKTCN3epqtLxvN0WRckSwmTEdpkbLkuci+dT5tj25D9wUNF54LFTRvEH9DN56dTegBjbQzKvuW67Ovn3NU7ykQCASCY4cQ8QKBQJAEU5qd/M8ui2lzzinAvaOJYLsb59zC+IDscbQabMl1kXfnkpg2k8WEKSUL++SxqT8hEAgEgpFBiHiBQCAYJo7puWM9BIFAIBCc4IjEvQKBQCAQCAQCwQRDiHiBQCAQCAQCgWCCIUS8QCAQCAQCgUAwwRAiXiAQCAQCgUAgmGAIES8QCAQCgUAgEEwwhIgXCAQCgUAgEAgmGELECwQCgUAgEAgEEwwh4gUCgUAgEAgEggmGEPECgUAgEAgEAsEEQ4h4gUAgEAgEAoFggiFEvEAgEAgEAoFAMMEQIl4gEAgEAoFAIJhgCBEvEAgEAoFAIBBMMISIFwgEAoFAIBAIJhjmsR7AOKUKYMeOHdx0001jPRaBQCAQCAQCwXHKjh07wn9WDWc/IeITkwLQ1dXFmjVrxnosAoFAIBAIBILjn5ThdBYiPjH7gAqgG6g+hu87D0gHOoCNx/B9xwPzEHMXcz+xmMeJO3c4sec/DzF3MfcTi3mIuQ809yoMAb9vOAcWIj4BqqrOH4v3VRTlTeA0YKOqqivHYgxjhZi7mLuY+4nFiTx/MXcxdzH3E4fRnLsIbBUIBAKBQCAQCCYYQsQLBAKBQCAQCAQTDCHiBQKBQCAQCASCCYYQ8QKBQCAQCAQCwQRDiHiBQCAQCAQCgWCCIUS8QCAQCAQCgUAwwRAiXiAQCAQCgUAgmGAIES8QCAQCgUAgEEwwhIgXCAQCgUAgEAgmGKJi6/jiHuBNoGZMRzE23IOYe82YjmJsuAcx95oxHcXYcQ8n7vzvQcy9ZkxHMTbcg5h7zZiOYmy4h1Gau6Tr+kgfUyAQCAQCgUAgEIwiwp1GIBAIBAKBQCCYYAgRLxAIBAKBQCAQTDCEiBcIBAKBQCAQCCYYQsQLBAKBQCAQCAQTDCHiBQKBQCAQCATDQlEUaazHcKIjRLxAIBAIBIKjQgi6ExITiM9+LBEiXjBqKIpywp5fJ/LcBScmJ+qNXFEUS+j3CTd/RVHOVRTl46GXJ9z8T1QURTlFUZR3gC8BqKoqcpWPEaLY0yigKEoOoACNQK2qqt5Qu6yqqjamgxtlFEVJA5xAl6qqPVHt0vH+RVcUJQsoBepUVW2Kaj8R5v5d4CFVVdWxHsuxRlGUPGAp0A4cBvapqhoY00EdI6LO+SZVVeui2k+Ecz4L+A3wAfCX432+0SiKUgr8FrgMqFUU5UFVVXvHdlTHBkVRCoDzgV6gGtisqqpvbEd1bAh97r8HLgk1vRtqPxG0TS4wD2gGDqiq2hxqH9O5C2vhCKMoyo+ALcDzgAq8qCjKbWM7qmNDSMi9C7wF7FAU5a+KopwHx/+TuqIoPwQ2A68ABxRF+Y+iKBeN8bCOCYqirAC+D3xrjIdyzAl933cAT2Gc9xuAP4WE/XGNoig/ANYDLwEHFUV5WlGU68Z4WMeSG4CbgHMVRZkNx781XlEUSVGUnwH7gQuAfwF3nEAC/nvAPuBu4H5gDXB3SOAdt/T73E/H0DZgGC04AQT8j4DtwLPAOuBdRVG+DWM/dyHiRwhFUaYpivIu8G0MC/zTGIL2NODviqLMVlVVOx7dLBRFmasoyhoMIacDmzC+5B8HnlcU5UZFUVyhvsfVTU5RlGJFUZ4AvgM0AW9gfNlvAJ5SFOViQitex+Hcw+dyRuj3TYqinDFGwzmmKIoyVVGU1zG+7/uAPwC/AjqB24EfKYpSMoZDHDVC17r3gP8FOoDXgNXAhcA/FUWZpaqqriiKaSzHOVpEfY/tod+nAhcqimI5no0ViqJcD9QDX8e4zn0M+B9VVV8a04EdAxRFSVEU5Y/A94CPgB8C/wPUAlcBS8ZweKOKoig3YYj18Od+B/Dv0OaNoT7H1b0tjKIokxVFeRXjOr8f46H1YaAS4xp/aqjfmF3rjjtBOYZcC5wE3AVcpKrqTcAZwP+Ftn8Cxv6pbZT4BLAI44t9iaqqV6uqejZwM8aX/xfA1XBcWuTPAFYB92LM/RpgIfAFwIch7i6H43Lu4Qv3qqi274d9hI9zrgNWAvcAV6iq+nlVVb+KYZldD1wBLBuz0Y0u1wHLMa51F6uqegPG/+L/ABvwRQBVVYNjNcDRJOp7PA3wYoj5qzH+J8cliqKcD/wXSMHwg75JVdUHwi6Tx6Nxqh/zgBuBt4GbVVX9vqqqfwQuAhaqqvrcWA5uNFAUZY6iKJsx7uvNwFeBW1RVfQjICnVLgePy3hbmIoyVh/8Cl6uq+ilVVa8Fvhna/jkY22vd8f7FOyYoipIOfArYC3xdVdVaRVFMIb/Y50Pd2hVFkY+3J9bQMvIdwE7gC6qq1kQ9lT6C4T+XBXxSUZTTQvscT/+D24Ag8JOoz10H/gT8CMgGPq8oyjI4vuauqmow5Be8EmgFaoAVGEL2uCUU8/I/wG6Mc35/1Dn/OoZbTRYwNdT/uPnMFUWxA58E9mBc6/YrimIOXeseDXWTFEWxHK/CLuqztmGsRDwAzAUuVxQlM9TnuPnMAVRVfR7DEtkKvNIv/sEJZCiK4grP+zj87K8D0oDfqKq6L6p9h6qq26PnezzMPbRyfgeQD/wOuF5V1V+pqnow1CUTw0h1INT/uDrfARRFMQOfxviOfzd0fw8bqJ4I/e5QFMU6lvOf8CfbOKEI4wveqapqe6gtbHE/EzgIPKeqqhZ+Yp3oJ33U+CcDFmCvqqodoYC2YPg38ALQjXGTu1FRlJTj4ak95COYgpFiqw3DpYJ+c/8Pxg1+GXCroiiuiTh3RVEWhYK5Ep23nwWmY1hpPhdq+9/j3Ce8BOMmVqeqamfUOS+HPt+PQv0WwnFnpSoB8jAC19tDcw4H8SoY7kSbVFX1H6erjuHvuAkjoHcjhrGiGmPFbWWoz3HzmUeJ0vuAAmB+1LYvAR9iWKjfA36hKEru8fLZR83dhHFP3xS17SSMa929wKOKonxSURTrRJ976HrWg2GIugT4kqqqm0Lbwg+wFsAKVMDxdb5HEb6HdWBoOFRV9YfaLgy1PaKqqm8s5y9E/DBQFKVcUZRURVEcodcygKqqOzA+0HmKotyiKEp2yCf0OgyrVQnwD0VR/qYoyjWhfSbUSd9/7kRcKdoBDyAripIXNa/w9n2AG2PJeRVw9jEa8oiRSMSqqqqrqtqNcSErAk4Jbw//D1RVrcVwt9iBcYM//9iP/uhQFOVKjOCtyyD2vFUUJRu4FMMC/2ZoSfl5oBzDUj2hGeDh5QBG/ENZ2P8bYlzl0kK/d4X2nXDX2QHm3oCRlaNRUZSc8JwVRVmIEdichmGR/o2iKJ8IWe4nFIM8tIazUQQBB+BVVfVF4EGM68C1iqJUHNMBjyBJrnXh8/oDDOvrCkVRCkMxIb/E8A8GqMJwtXlMUZRLmGAMMvdMDL0UXl27ECO49X8xfOIvBf6KIebPOrYjP3qi505IF6qqul1V1Q9CWiZ8DdNC/5v20Ov20P4T7hoXJtn3PbTa1IJxP/uiYsRBWUIa7usYuu5viqI8rijKnaEVqWPOhP3HH0sURZmhKMqTGEvlqzGCNc8BXFHdfhD6fRfwvqIoGzEsF2kY0cxBjIC3BxRF+VHYUjneLfIDzD0l1EXDCOSdB0wJ7xd18TsT46n9l0AhcEF4yXkikEzERl20wr6Qp0ZZYqPZiGGRzwYuDrliTCTCn+k5iqLMhZgbXAtGEO+PopaYf4Rxrn9FUZRZx3qwI8VADy8hHsUIXG+O2if8Xa4K/e4I7TuhLHODzL0XY4VhVVSKtRkYqRZnYDzgFAOfx7gW/kVRlLJQv3F9rYMhfe5EJSgoAw6Fmp/BuD6uwrjmoRjuJamhvyfs3KPGvg3Dhew6Iitw/4exyjoXOAcje8dJwDcURZncb/9xywBzD1ueXwv9XhQ6n38OpIb6n4RhpPkII2PP9xVFqQrtPxHnHuffHb6GhYxXOhHtOCd6+0RjCJ/790O//w/jer8BY3XdEXq9G+MB7k8Ygr48tP8x+9yFiE+CEvHtuxV4ByO4oRsIYGSceRzjiwyAqqr3AT/GsFYUY5zcL2Hc7BZjWGo/g2GZ/izjONBzOHNXVfVtjHkWAF8LWyFCT6zXYYj3NzEs0mswlpuLj9VcRoCEIjbqorUBw0/0dAx3ghhCy5IvY4j50zCC4cY9UQ8ps0O/zwLOVxTFFrLMhH0Dv4LxkAKAqqofAn/BWKH49rEa7yiQ6HMPW6haMB5cblFV9XB4h9D/RcIIhtKJ3PgnGgM9uAVVVd3V77rlwRD3X8IQ+GdhGCw2AbdgrEaOy2tdApLOPUzodTilYFjwbMBIOQhws6IoXwb+iHHNn9Bzj1pp2ofhMpOKEdj3T1VVv6mqajWgq6q6GvgGxgPNUuD60H4Tee7hz3cdRpKGxRjndilwqaqqTwEbVVV9ErgVw1f6pNDfE3ruiTpG3RfW9msf9w8rSRjwc1eNzEufxvhcdQxDxVsYAf2nAucCV2I8wN8A3Bna75h97kLEJyF0Q04jkmXkNmC+qqrzMW5SjcCdiqJ8TQm5mKiq+t3QB/tVjA/6FlVV3wlt68ZYfgtncDhPUZTCYzytITHEuX9KUZRwhPbvMIT8RRiW+pcxMnTcg1H46c8YgXDbMZZew1aKcXv+DUHEhp/UN2I8uJ0EnK4oii3B4bZj+IyWEBL6yjhPvxeyNuZjWCjaQ83XYdyc+3wDVVU9rKpqQDFiBMJz+jlQB1yjGFktJgyDfO59KWLD4j3B57gAY8l9LfDRRLq5DXbOJ9tPVdW9GNe636qq2qyqag1GKrZvY/jIr1IUZUqy/ccDQ/i+Ry+z6xg+0mkYKQYJxQU8h/G5nwT8BOMBxj/ev+tDmXtUn79G7XpvaH8ThsABw3XwXxgPdfPG+6rrEOYe3n4Qw/J6IYaI/wjY2u9wOzDu8d3AMkVRikZ18EfJcM75MFHGq/A5PXeUhzkqDOecV1X1r6qqXoGhh94HPqaq6ruhbRrwJMYKdAeGp8ExNdSNWxE1TjgFw6L+W1VVHwndxE2qqr6OYV3qxLhRnR2+UIeEz+cBTVXVxugLeEj4rMYQOHNC+49XhjL3byiKcomqqtsxcsL/EmM5fRGGpeIlYKWqqm+pRtXa96OOPa6X4ELzLSC5iA0/qddifIndGDftmdHHCT3VezBEPITSMSZashwrEj1Mhc7bz2A8cP4S+AcwC7hCMTLS9Pcf1NVIcGcdRlpRgO8pkTiKcc8QPnetX//+n+Opod/vh8SeZaII+cHmPsi+Df2PhVH8bBuG20n3iA52hBnC597/ISYfI86nBUBRlEqMrEwzMe6rPuB21cjoMW6+64kYytyjzvsajBXnC1XVqM4cWp0JW+v1UB83htUyfLxxyVC/76Hz+zmM+1se0KuqqrffSoWO4V6xB8NYc7yd89HX/NdDvxcqRiDzRFhx6GM457yiKKaQUfOzQJpqZOAzRx8L41q3AcPLwHvMJoIQ8TEkEDNzQr/Dvp+WKPH2KoZQcWKI9rArhQUjwOmwYmQjCYb2DZ/8ezAu8HkYftLjgqOY+xcURZmhqmq9qqpfw7BCLQGWqKp6saqqapTrRdhvOmzFHBfn3wAi9tMMLGLDX+QnMZaQF2Nk4MmPOm74c1+LYZ0aF3mVFSPdaZ6SvGR0HoYoacGY+7MYBbyuwHAdSrZkGG77I4a1ajHGA9644yg+92RLzTbgmtDLFwHUUOYCRVEyFUVZpSjKzET7HmtGau5JjhPu04ghdLOJjR8aU0Zo7uHzvEcxiuH8F0PcejGCu13ALGWAANmx4CjmHrZKdodWnJ9PcJzwHPdiCFgHkH4czD18nX8ewwgXAOYqRgFHPSTywnPcjxEnVgCMm/inkfq+R1nomzFcbVMwgn7HLUc795DukTC8CLpDDy2B6D4YiQ7sGIUPj+m1blyIqLEkkZiJ+tKGg5amhKzQ/vA+ofZ/YnyxT8cIWrRjfIANGL6hfUEOUYJnKjAJ48mtz592LBihuZ+GMXcXGBYLVVWrVVUNZ+awqJG0TAtCvztDfcfMEj9CIjYQ2r8ZYwl5E4ZgvTG0XYs69jyMh56wG8pYzv1WDN/Wl4DXFUX5jmLUOogmB8Oq9N2QFepd4CEMC+Q1iqJMCh0r0UXeFLrw/SjU/HVFUcZFHMRoPLxE/Q/mYDzArse4waEYy7LnYSyzP47xvxuTYlijMfeQRUtSoqrTRvWpwHCdW0/kejImjMLcw0abb4b6LwS+rapqOYZf+DYMX9mVCfY9pozQ3OP2Cx23LPw6ao4zMVZid6qq2n4czD18nW/CiP/ZhOEaeUdoezBqjsUYK0/bMHTAmDFahppQW3jVYTLj0EV0FOZuw8g2Vk5Ex9Dvc6/CqJdzTK91J7SITyZm1Eje40YMwTmNqKfNqCW2egwLTAvGCVGKYWlfiyHWv6woyrzwB60oylIM/3AT8HNVVX2jPskkjPDcbyDqgUVRlLmKonxFUZRlUeL/FIwVi23A08dgikkZSRFLxNL+BsYTvQf4maIot4ce6lAUZTHwXYwA2LtGa16DEbqoPYjxAFaG8f1filFC/BFFUVZGdd+NUWL8wdCF0IOx4rAaOC/0k+wiH16xeQajRHUJkSj/MWO0Hl6i/gdht5MXVVXtVRRlCUbWlv9iLNs+Bfwy6qH2mDFacw9ZrX4I/FVRlAui2pdhPLg4gJ+pquoepakNygjPPSxUakO/52AEtBaqqvqzUNv/b+9cY+2oyjD8AE0LiBAsJlCiCGo/i0YBuYhcEki4BAwJoLFgkaIiIKUBNGCQhB+SkgAhCEJTDQSi0MhNLFcJwcZE+SF3U8ObGK6REGy5WKFcUvDHt4YzZ3sObaF75uyZ90ma3TN7Zu9595q99jtrre/7niEzWOxI1oeogmAbZ4jtPgu4DLiq3KRW2/cu299grFp5Kwypn7+fjAt4EfhRRPwsSkrR8vu+mJx5ukKlmm0bDHOgpgxKrin7w1g1+imxbGwja6888ioy9m17MvPaQbX324f8Td2O7N9fGZK0CemliV8PM3Nw2fVpskM+nEynVX+N6sK+k/xizwEOKSa4GpU9Cbg9Iq6IiFtIQ7MvWcb4T0MT+AEMSfsXKevcydHmw4GLy+udFxGLyR/0T5I3MS8OdgxNMCQTW60Df5fMFb0QmEbqfDQilpMjsHuSgb4r2tBeOIzMinQzcISkr5DLny4nA3uurQyHpDclPVg6pGrN52OkRoDjImJ3mHipQM3sXEJeS/cPSdM6aeLmpXwGVZDU6xFxJjlqV1V23UvSXEmNxsE0oH0asA1ZA+GGiLgjIu4EbgX2I/vCB2iBYX3fy/5PkpmZ9pY0X9LLkcsqNlMmMbiXrFZ9bhnBbZQG2n0GaVqOBG6MiFsjYhmZerX6jWslsHvI/XxVxO/H5fifA3+PiH+QhQ0PJ2/aWxmoamqgprCUnG04ovINNdPbOEPSXsUCriVN/p1kCtmbIuKmiLib7OsOIgO9G2/3Xpp41m1mroksXCSy0aaTQQ3vU5YNbFruSG8um6s70vvK/39P3tktIKPa/0uWL/5h03drNYal/eTy3OtktpqryI7+QnLacTpwnKTFGss12zRDMbG159dKugk4irxhm0muo3uJ1P4T5ZrSoWufYPRkGtlGq4DTVSrwSXpU0tnktfoZ4NIYCETV+EwF95AG5evkMqotBp6vjqkq1z4s6bOSfjcEmevL0G9eSptWS0pOJUcjtwZOkLSvpIeHqnByhqpd0ktkcP/l5DrZI4H9yVmn4yWdMoX7ug/7fUfSK5Iuk/RQ5NT9puX7X81CPSrpzOp71gLDbvenySxsvyZnH48mzc1qst3PkLS6o/3825KWkr/pS8hg1zXkwN1cSd9VqaHQAo30dcXYvkXOPEwjl461naxi2O3+CJnU41oyLuKb5A3rSvKan99Gu2/y3nsjFVS8wcT49eiVmXmAHF2eM/ihR8StZId0o6R5kdOGfyMLFX1DEwT0lONWlH0OkLSibNucNEabA1uppCVqiha076/MVFO91yzSxG6urGrYGB9B+2+AUzUw/V+9Xplmu7jseyFwsaQ1tR+3+ntuCXxa0pPD0Li+lHObSZaGf5EcFV5dRk02KYZ7FzLGYTa5NGzpZB1yRBxDjjL+B1ioDHSeErTR7uX56eRs07xy6EWSGs2T34L2Tcn84FUqvk+QgW7bSXpoaEInoMV2H/e+bdByu08jlxhsBWwr6UEaZCr08+W4HZRLTBujrWt+4JjZwGGSrtz4CienjWtetWw15Jr6LclrvtG+bpDOm/g6H8LMnCTp+og4gxxdfoRM8v9C7TWnKQNfbiODPHeT9PxU6NzrNKm9YWnrpA0TG5MH1AyVyCqpx5IBtGvJJTwri8YnyOxJR9dvLGod2CnkyMqjwLHKfN9MsN+2ZIXiBeT60Ask/bsD1/xHaveI+AU583amakWg2qBPN26DWLu101w/Xy21aBW3ez+1Q4eX00TElyLigsg12edGpv2rMok8R06R7AjvZxGppv+fIoPRAM6KTBG2mAyS2IMMVp1V3mOGxgJBZ5PGaVp5zTYj8lvV3iYbSfvZ5Jq6wdeuB7HeRgb9HhNliq72fOPTihGxdUT8isx6dAE5inARWTX05LLbs2SFuk8Nnm/herKj250sJT1hAKdyCvIW0ux/myzy1YVr/sO2+/vVa5Xr3hs18FPlmm8Da7f2lvv5xg38VNHeBn3WPhmdM/Eb2cx8GZhXzOpFpGk5HTgvImYqiz1Mi4iFZGGLm5VrBVvB2vtpYiOzI9xMVta9m9R7JLl2b1fg6sgUj3eR3/nv1Y/XWIzDm+QaT4AFZdu49e61/z9Iro3flrHS840zRdr9nfpjU0wR7W1d89Zu7dZu7Z3Xvi46ZeKHZGZOK3dyfwbOAx4jiwTcWy6qu8iL6RlKUEQbd2zW3j8TWzuXw4BDyE5qvqRrJN0j6QdkgCXA+WT0/GoyhdZeGlvTWk8degeZ43wX4FuD71l9HsWwLgFmSbp+eConp6/tXs7H2q3d2q3d2jusfX3ohIkfspnZGZhbtv2RjH6+gQygmEdGP98LHCTpL2W/xu7YrB3oqYmtOieycwO4RNLKyFR31dKma8nMCftIeoMM2oHMaY/GlkRRO+bq8jinep/B9y2Pz6mFtd99bndrB6zd2q3d2jusfUPohIlvwMx8ISI2iQxieU7SCaTB2aO83rGSnh2ewsmx9v6Z2IrSyW0BvA68ALxWOqC1NV1bk8Gsm5e/F5HTjgdExIn116sds6o8zqi9z5Shz+1u7dZeNlm7tVt7R7VvCJ0w8Q2YmemlYd+t7fO8pCdVUiq2hbX3z8RWlHap/s0CPld1QDFWdGMt8DbwakR8vDx/VnnukojYrdIXYwGaM8rjG7X3mTL0ud2t3dqxdmu39k5r3xA6YeL7ambA2ump9ooy+rCEnEr8Z+2p6pz3IPPZPiFpdTnmdnI0YjuyEMZhZfs7EfF5sojLGnKp1JSjz+1u7daOtVs71l5266T2DaETJh76aWYqrL2f2iskLVVWi/tXbVulf7/yeB+Mm1JcBFwJHEiWpF4cEb8kYx4OJPPLtzrT8kH0ud2t3dqx9gprt/ZOal9fWs/rvTFRlkJeOrBtUjNTplcWkXdzZwBfjYjflr/3BvYk86RPWTNTYe391F4nBgqPRMROwAHAq8BfIacUy2fwQkScAzwFnAacQnaMK4FzJF3a9PlvKH1ud2u39to2a7d2sPbOaV8fOlmxdRIzsxzYBthVJVihavCImAGcSpqZ2YyZmUtGwczUsfZ+aq8TpVpsRMwly0zfRVZxRRMUJ4mImcAOZNW7xyS91uT5flT63O7Wbu3lb2u3dmunm9o/iE6a+Iq+mZk61t5P7XUi4kYyRegCSVfXtu8IfJ/UuiwyWGjkO4I+t7u1WzvWbu1Y+wT7d0b7RHRqOc0gKrlBgaOAzYD7Bu7kxpkZ4GVJq/7/lUYPawd6qL0iIrYnC2K8xVghro+Rn8mJwKHkdOKyLhh46He7Wztg7dZu7YC101HtE9FpEw/9NDMV1t5P7YXdyfRcyyS9HBGHAt8hy0hPBxZJOr/NExwGfW53a7d2rN3arb3T2gfpvImnp2amYO09015bGjOL/H7PiohFwHxge+APwEJJz7d3lkOll+1esHZrt3Zrt/Zuax9HZ1JMDhJjCfwHzcx1wAnAPcBOXWxoawd6qB3GRe3vXB7nAD8lC1wcLOnoLhr4Pre7tQPWbu3Wfh3W3lntk9HZkfhJzMzXgBXA8ZKWt3FeTWDtQA+1D6DyuBY4TdKSNk9m2PS53a0dsHawdmu39uVtnFebdNbE1+iVmRnA2vupHeAJ4FzgCklvtX0yDdLndrd2a7f2/mDt/dQ+jj6Y+L6aGbD2vmpH0uPA422fRwv0ud2t3dqtvT9Yez+1j6PTeeKNMcYYY4zpIp0NbDXGGGOMMaar2MQbY4wxxhgzYtjEG2OMMcYYM2LYxBtjjDHGGDNi2MQbY4wxxhgzYtjEG2OMMcYYM2LYxBtjjDHGGDNi2MQbY4wxxhgzYtjEG2OMMcYYM2LYxBtjjDHGGDNi2MQbY4wxxhgzYtjEG2OMMcYYM2LYxBtjjDHGGDNi2MQbY4wxxhgzYtjEG2OMMcYYM2LYxBtjjDHGGDNi2MQbY4wxxhgzYvwP1J/QNlChONgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 240,
       "width": 376
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot()\n",
    "ax.plot(tsmom_ew_res.prices.index,tsmom_ew_res.prices,label='EW')\n",
    "pdf.plot(ax=ax)\n",
    "\n",
    "ax.legend()\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tsmom_ew</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>start</th>\n",
       "      <td>2008-01-01 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end</th>\n",
       "      <td>2017-08-29 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rf</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_return</th>\n",
       "      <td>1.982933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cagr</th>\n",
       "      <td>0.119797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max_drawdown</th>\n",
       "      <td>-0.103421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>calmar</th>\n",
       "      <td>1.158343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mtd</th>\n",
       "      <td>0.017544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three_month</th>\n",
       "      <td>0.040722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>six_month</th>\n",
       "      <td>0.079362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ytd</th>\n",
       "      <td>0.08107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>one_year</th>\n",
       "      <td>0.100432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>three_year</th>\n",
       "      <td>0.159895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>five_year</th>\n",
       "      <td>0.172284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ten_year</th>\n",
       "      <td>0.119797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>incep</th>\n",
       "      <td>0.119797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_sharpe</th>\n",
       "      <td>1.356727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_sortino</th>\n",
       "      <td>2.332895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_mean</th>\n",
       "      <td>0.112765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_vol</th>\n",
       "      <td>0.083116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_skew</th>\n",
       "      <td>0.029851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>daily_kurt</th>\n",
       "      <td>0.96973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>best_day</th>\n",
       "      <td>0.02107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>worst_day</th>\n",
       "      <td>-0.021109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_sharpe</th>\n",
       "      <td>1.373241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_sortino</th>\n",
       "      <td>2.966223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_mean</th>\n",
       "      <td>0.118231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_vol</th>\n",
       "      <td>0.086096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_skew</th>\n",
       "      <td>-0.059867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>monthly_kurt</th>\n",
       "      <td>0.571064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>best_month</th>\n",
       "      <td>0.070108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>worst_month</th>\n",
       "      <td>-0.064743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_sharpe</th>\n",
       "      <td>1.741129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_sortino</th>\n",
       "      <td>inf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_mean</th>\n",
       "      <td>0.129033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_vol</th>\n",
       "      <td>0.074109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_skew</th>\n",
       "      <td>0.990397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearly_kurt</th>\n",
       "      <td>1.973883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>best_year</th>\n",
       "      <td>0.285249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>worst_year</th>\n",
       "      <td>0.024152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_drawdown</th>\n",
       "      <td>-0.015516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_drawdown_days</th>\n",
       "      <td>25.223214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_up_month</th>\n",
       "      <td>0.024988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avg_down_month</th>\n",
       "      <td>-0.012046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>win_year_perc</th>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>twelve_month_win_perc</th>\n",
       "      <td>0.971429</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  tsmom_ew\n",
       "start                  2008-01-01 00:00:00\n",
       "end                    2017-08-29 00:00:00\n",
       "rf                                     0.0\n",
       "total_return                      1.982933\n",
       "cagr                              0.119797\n",
       "max_drawdown                     -0.103421\n",
       "calmar                            1.158343\n",
       "mtd                               0.017544\n",
       "three_month                       0.040722\n",
       "six_month                         0.079362\n",
       "ytd                                0.08107\n",
       "one_year                          0.100432\n",
       "three_year                        0.159895\n",
       "five_year                         0.172284\n",
       "ten_year                          0.119797\n",
       "incep                             0.119797\n",
       "daily_sharpe                      1.356727\n",
       "daily_sortino                     2.332895\n",
       "daily_mean                        0.112765\n",
       "daily_vol                         0.083116\n",
       "daily_skew                        0.029851\n",
       "daily_kurt                         0.96973\n",
       "best_day                           0.02107\n",
       "worst_day                        -0.021109\n",
       "monthly_sharpe                    1.373241\n",
       "monthly_sortino                   2.966223\n",
       "monthly_mean                      0.118231\n",
       "monthly_vol                       0.086096\n",
       "monthly_skew                     -0.059867\n",
       "monthly_kurt                      0.571064\n",
       "best_month                        0.070108\n",
       "worst_month                      -0.064743\n",
       "yearly_sharpe                     1.741129\n",
       "yearly_sortino                         inf\n",
       "yearly_mean                       0.129033\n",
       "yearly_vol                        0.074109\n",
       "yearly_skew                       0.990397\n",
       "yearly_kurt                       1.973883\n",
       "best_year                         0.285249\n",
       "worst_year                        0.024152\n",
       "avg_drawdown                     -0.015516\n",
       "avg_drawdown_days                25.223214\n",
       "avg_up_month                      0.024988\n",
       "avg_down_month                   -0.012046\n",
       "win_year_perc                          1.0\n",
       "twelve_month_win_perc             0.971429"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsmom_ew_res.stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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